Data Comparison Visualization¶

This notebook compares datasets across all timesteps and identifies differences.

In [1]:
# Parameters (injected by papermill)
ref_file = ""
new_file = ""
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
shapefile_path = "../shp/ecos.shp"
qc_utils_path = ""  # Path to qc_utils.py directory
In [2]:
# Parameters
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
ref_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/era5/cffdrs_era5_1985.nc"
new_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/era5/cffdrs_era5_1985.nc"
shapefile_path = "shp/ecos.shp"
qc_utils_path = "/import/home/jdpaul3/boreal_fire_weather/processing/qc"
In [3]:
import sys
import warnings

# Add qc_utils path to Python path
if qc_utils_path and qc_utils_path not in sys.path:
    sys.path.insert(0, qc_utils_path)

from qc_utils import (
    load_datasets_and_shapefile,
    run_comparison_analysis,
    display_summary_tables,
    plot_max_value_differences,
    plot_max_nan_differences,
    generate_qc_summary,
)

warnings.filterwarnings("ignore")

print(f"Reference file: {ref_file}")
print(f"New file: {new_file}")
print(f"Variables to compare: {variables}")
Reference file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/era5/cffdrs_era5_1985.nc
New file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/era5/cffdrs_era5_1985.nc
Variables to compare: ['ffmc', 'dmc', 'dc', 'isi', 'bui', 'fwi']
In [4]:
ds_ref, ds_new, gdf, bounds = load_datasets_and_shapefile(
    ref_file, new_file, shapefile_path
)
Loading datasets...
Shapefile bounds: [-163.89285272   47.55902851  -55.58034561   69.00630609]
Dataset reference shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Dataset new shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Number of timesteps: 365

Timestep-by-Timestep Comparison¶

Comparing all timesteps to identify where differences occur.

In [5]:
comparison_results = run_comparison_analysis(ds_ref, ds_new, variables)
Comparing all timesteps...

Analyzing FFMC...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.000059
  Max NaN changes: 0

Analyzing DMC...
  Total timesteps: 365
  Timesteps with differences: 217
  Max absolute difference: 0.000031
  Max NaN changes: 0

Analyzing DC...
  Total timesteps: 365
  Timesteps with differences: 343
  Max absolute difference: 0.000061
  Max NaN changes: 0

Analyzing ISI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.000061
  Max NaN changes: 0

Analyzing BUI...
  Total timesteps: 365
  Timesteps with differences: 219
  Max absolute difference: 0.000035
  Max NaN changes: 0

Analyzing FWI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.000076
  Max NaN changes: 0

Comparison complete!

Summary Statistics for Differing Timesteps¶

Tables showing summary statistics for each timestep where differences were detected.

In [6]:
display_summary_tables(comparison_results, variables)
================================================================================
FFMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01   71.052002  16.788000   71.052002  16.788000           0.0        11731            0
1985-01-02   66.446999  18.226000   66.446999  18.226000           0.0        17356            0
1985-01-03   64.334999  17.875999   64.334999  17.875999           0.0        19555            0
1985-01-04   63.206001  17.830999   63.206001  17.830999           0.0        21127            0
1985-01-05   62.534000  17.436001   62.534000  17.436001           0.0        21923            0
1985-01-06   61.060001  17.377001   61.060001  17.377001           0.0        23613            0
1985-01-07   60.539001  16.590000   60.539001  16.590000           0.0        23698            0
1985-01-08   60.082001  16.197001   60.082001  16.197001           0.0        24710            0
1985-01-09   60.081001  15.370000   60.081001  15.370000           0.0        25174            0
1985-01-10   59.618000  14.999000   59.618000  14.999000           0.0        24507            0
1985-01-11   60.597000  14.701000   60.597000  14.701000           0.0        23872            0
1985-01-12   60.933998  14.972000   60.933998  14.972000           0.0        23743            0
1985-01-13   60.943001  15.588000   60.943001  15.588000           0.0        23470            0
1985-01-14   61.618999  16.069000   61.618999  16.069000           0.0        22827            0
1985-01-15   60.831001  16.014999   60.831001  16.014999           0.0        23637            0
1985-01-16   60.438000  16.625000   60.438000  16.625000           0.0        24236            0
1985-01-17   58.526001  17.591999   58.526001  17.591999           0.0        25085            0
1985-01-18   59.351002  17.283001   59.351002  17.283001           0.0        25042            0
1985-01-19   60.007999  16.478001   60.007999  16.478001           0.0        24409            0
1985-01-20   60.380001  16.340000   60.380001  16.340000           0.0        24261            0
1985-01-21   60.933998  16.632999   60.933998  16.632999           0.0        23354            0
1985-01-22   61.426998  16.188000   61.426998  16.188000           0.0        23574            0
1985-01-23   63.651001  14.637000   63.651001  14.637000           0.0        21589            0
1985-01-24   65.160004  13.865000   65.160004  13.865000           0.0        19323            0
1985-01-25   64.490997  14.866000   64.490997  14.866000           0.0        19500            0
1985-01-26   64.373001  15.193000   64.373001  15.193000           0.0        19717            0
1985-01-27   63.827000  15.275000   63.827000  15.275000           0.0        20415            0
1985-01-28   64.004997  15.175000   64.004997  15.175000           0.0        20125            0
1985-01-29   64.802002  14.795000   64.802002  14.795000           0.0        19265            0
1985-01-30   65.834000  14.706000   65.834000  14.706000           0.0        18044            0
1985-01-31   63.868000  16.500999   63.868000  16.500999           0.0        19630            0
1985-02-01   62.932999  16.917999   62.932999  16.917999           0.0        20522            0
1985-02-02   63.457001  16.510000   63.457001  16.510000           0.0        19825            0
1985-02-03   63.473999  16.083000   63.473999  16.083000           0.0        19518            0
1985-02-04   63.014000  16.636999   63.014000  16.636999           0.0        19435            0
1985-02-05   61.950001  16.264999   61.950001  16.264999           0.0        20538            0
1985-02-06   60.650002  16.320999   60.650002  16.320999           0.0        22761            0
1985-02-07   60.841999  16.128000   60.841999  16.128000           0.0        22615            0
1985-02-08   61.729000  16.089001   61.729000  16.089001           0.0        21947            0
1985-02-09   62.419998  15.315000   62.419998  15.315000           0.0        21527            0
1985-02-10   63.064999  13.720000   63.064999  13.720000           0.0        21424            0
1985-02-11   63.623001  13.422000   63.623001  13.422000           0.0        21143            0
1985-02-12   63.667000  14.054000   63.667000  14.054000           0.0        20535            0
1985-02-13   63.747002  14.515000   63.747002  14.515000           0.0        20440            0
1985-02-14   63.778999  15.987000   63.778999  15.987000           0.0        19533            0
1985-02-15   63.215000  17.304001   63.215000  17.304001           0.0        19051            0
1985-02-16   62.208000  18.250000   62.208000  18.250000           0.0        20646            0
1985-02-17   61.772999  17.445999   61.772999  17.445999           0.0        21566            0
1985-02-18   62.801998  16.371000   62.801998  16.371000           0.0        20648            0
1985-02-19   63.898998  16.084000   63.898998  16.084000           0.0        19813            0
1985-02-20   62.678001  16.510000   62.678001  16.510000           0.0        20249            0
1985-02-21   61.866001  16.865000   61.866001  16.865000           0.0        21017            0
1985-02-22   61.578999  16.768999   61.578999  16.768999           0.0        21313            0
1985-02-23   62.160000  16.396000   62.160000  16.396000           0.0        21161            0
1985-02-24   61.973000  16.010000   61.973000  16.010000           0.0        21448            0
1985-02-25   61.289001  16.681000   61.289001  16.681000           0.0        21797            0
1985-02-26   61.789001  16.468000   61.789001  16.468000           0.0        21645            0
1985-02-27   63.277000  16.152000   63.277000  16.152000           0.0        19871            0
1985-02-28   63.838001  16.546000   63.838001  16.546000           0.0        19729            0
1985-03-01   63.672001  15.915000   63.672001  15.915000           0.0        19730            0
1985-03-02   63.939999  16.006001   63.939999  16.006001           0.0        19751            0
1985-03-03   64.335999  15.149000   64.335999  15.149000           0.0        19980            0
1985-03-04   64.175003  15.538000   64.175003  15.538000           0.0        20517            0
1985-03-05   63.118999  16.826000   63.118999  16.826000           0.0        21004            0
1985-03-06   63.528999  15.887000   63.528999  15.887000           0.0        21141            0
1985-03-07   64.205002  14.636000   64.205002  14.636000           0.0        20243            0
1985-03-08   64.649002  14.639000   64.649002  14.639000           0.0        19549            0
1985-03-09   66.004997  14.466000   66.004997  14.466000           0.0        18971            0
1985-03-10   67.014000  14.299000   67.014000  14.299000           0.0        18131            0
1985-03-11   67.291000  14.366000   67.291000  14.366000           0.0        17462            0
1985-03-12   66.086998  15.293000   66.086998  15.293000           0.0        18203            0
1985-03-13   65.203003  15.860000   65.203003  15.860000           0.0        18954            0
1985-03-14   64.929001  16.702000   64.929001  16.702000           0.0        19217            0
1985-03-15   63.389000  17.797001   63.389000  17.797001           0.0        20374            0
1985-03-16   63.013000  18.167000   63.013000  18.167000           0.0        21494            0
1985-03-17   64.415001  17.400999   64.415001  17.400999           0.0        21350            0
1985-03-18   65.105003  17.253000   65.105003  17.253000           0.0        20822            0
1985-03-19   65.882004  16.754000   65.882004  16.754000           0.0        19720            0
1985-03-20   66.726997  15.383000   66.726997  15.383000           0.0        18824            0
1985-03-21   66.693001  14.942000   66.693001  14.942000           0.0        18707            0
1985-03-22   66.503998  14.104000   66.503998  14.104000           0.0        18910            0
1985-03-23   66.721001  14.270000   66.721001  14.270000           0.0        18810            0
1985-03-24   66.931999  14.929000   66.931999  14.929000           0.0        18404            0
1985-03-25   67.024002  15.088000   67.024002  15.088000           0.0        17610            0
1985-03-26   67.170998  14.819000   67.170998  14.819000           0.0        18065            0
1985-03-27   66.388000  15.529000   66.388000  15.529000           0.0        18944            0
1985-03-28   65.730003  16.205999   65.730003  16.205999           0.0        19573            0
1985-03-29   65.028999  15.791000   65.028999  15.791000           0.0        20506            0
1985-03-30   64.497002  15.598000   64.497002  15.598000           0.0        20728            0
1985-03-31   65.475998  16.014000   65.475998  16.014000           0.0        19006            0
1985-04-01   66.045998  15.814000   66.045998  15.814000           0.0        18455            0
1985-04-02   66.709999  15.991000   66.709999  15.991000           0.0        18023            0
1985-04-03   67.611000  15.415000   67.611000  15.415000           0.0        17416            0
1985-04-04   68.513000  14.152000   68.513000  14.152000           0.0        16815            0
1985-04-05   68.918999  13.844000   68.918999  13.844000           0.0        15545            0
1985-04-06   68.903000  14.105000   68.902000  14.105000           0.0        15694            0
1985-04-07   69.404999  14.883000   69.404999  14.883000           0.0        15269            0
1985-04-08   69.070000  15.686000   69.070000  15.686000           0.0        15861            0
1985-04-09   67.987000  17.094000   67.987000  17.094000           0.0        17307            0
1985-04-10   68.445999  16.489000   68.445999  16.489000           0.0        17085            0
1985-04-11   68.573997  14.437000   68.573997  14.437000           0.0        16656            0
1985-04-12   69.393997  14.345000   69.393997  14.345000           0.0        15252            0
1985-04-13   68.700996  15.341000   68.700996  15.341000           0.0        16100            0
1985-04-14   68.359001  15.504000   68.359001  15.504000           0.0        16916            0
1985-04-15   68.388000  15.713000   68.388000  15.713000           0.0        16805            0
1985-04-16   68.833000  15.177000   68.833000  15.177000           0.0        16397            0
1985-04-17   69.224998  16.212999   69.224998  16.212999           0.0        16609            0
1985-04-18   68.750999  16.191999   68.750999  16.191999           0.0        17052            0
1985-04-19   66.825996  16.750999   66.825996  16.750999           0.0        18381            0
1985-04-20   66.238998  16.475000   66.238998  16.475000           0.0        19338            0
1985-04-21   67.125000  16.068001   67.125000  16.068001           0.0        18634            0
1985-04-22   68.089996  15.814000   68.089996  15.814000           0.0        17698            0
1985-04-23   68.075996  16.160000   68.075996  16.160000           0.0        18199            0
1985-04-24   66.342003  17.601999   66.342003  17.601999           0.0        20363            0
1985-04-25   64.981003  18.033001   64.981003  18.033001           0.0        21187            0
1985-04-26   64.709000  18.226000   64.709000  18.226000           0.0        21568            0
1985-04-27   65.443001  17.549999   65.443001  17.549999           0.0        20206            0
1985-04-28   67.112999  16.802999   67.112999  16.802999           0.0        18781            0
1985-04-29   67.714996  16.805000   67.714996  16.805000           0.0        18297            0
1985-04-30   67.938004  17.240999   67.938004  17.240999           0.0        18392            0
1985-05-01   69.059998  16.945999   69.059998  16.945999           0.0        17998            0
1985-05-02   69.815002  17.157000   69.815002  17.157000           0.0        17002            0
1985-05-03   70.355003  16.353001   70.355003  16.353001           0.0        16736            0
1985-05-04   69.470001  17.054001   69.470001  17.054001           0.0        17188            0
1985-05-05   67.956001  17.568001   67.956001  17.568001           0.0        19222            0
1985-05-06   68.404999  17.009001   68.404999  17.009001           0.0        18064            0
1985-05-07   69.714996  16.863001   69.714996  16.863001           0.0        16515            0
1985-05-08   69.531998  16.782000   69.531998  16.782000           0.0        16394            0
1985-05-09   69.237000  16.902000   69.237000  16.902000           0.0        16613            0
1985-05-10   69.036003  16.014000   69.036003  16.014000           0.0        17005            0
1985-05-11   68.475998  15.775000   68.475998  15.775000           0.0        17869            0
1985-05-12   68.302002  16.183001   68.302002  16.183001           0.0        18268            0
1985-05-13   67.492996  17.580000   67.492996  17.580000           0.0        19344            0
1985-05-14   68.147003  16.732000   68.147003  16.732000           0.0        19134            0
1985-05-15   69.807999  16.136999   69.807999  16.136999           0.0        17015            0
1985-05-16   70.089996  16.149000   70.089996  16.149000           0.0        16574            0
1985-05-17   68.283997  17.802999   68.283997  17.802999           0.0        18186            0
1985-05-18   67.114998  19.256001   67.114998  19.256001           0.0        19138            0
1985-05-19   66.814003  19.561001   66.814003  19.561001           0.0        19584            0
1985-05-20   65.329002  19.763000   65.329002  19.763000           0.0        20823            0
1985-05-21   65.092003  20.048000   65.092003  20.048000           0.0        21609            0
1985-05-22   65.153000  20.215000   65.153000  20.215000           0.0        21545            0
1985-05-23   65.046997  20.295000   65.046997  20.295000           0.0        21479            0
1985-05-24   64.949997  19.826000   64.949997  19.826000           0.0        21656            0
1985-05-25   64.972000  18.722000   64.972000  18.722000           0.0        21753            0
1985-05-26   65.074997  18.471001   65.074997  18.471001           0.0        21841            0
1985-05-27   64.913002  18.458000   64.913002  18.458000           0.0        21865            0
1985-05-28   64.788002  17.780001   64.788002  17.780001           0.0        22227            0
1985-05-29   64.427002  17.968000   64.427002  17.968000           0.0        23057            0
1985-05-30   64.804001  17.150999   64.804001  17.150999           0.0        22477            0
1985-05-31   65.353996  17.450001   65.353996  17.450001           0.0        21404            0
1985-06-01   65.650002  17.294001   65.650002  17.294001           0.0        21286            0
1985-06-02   66.331001  18.275000   66.331001  18.275000           0.0        20397            0
1985-06-03   67.599998  18.431000   67.599998  18.431000           0.0        19509            0
1985-06-04   67.726997  18.611000   67.726997  18.611000           0.0        19491            0
1985-06-05   67.322998  19.202000   67.322998  19.202000           0.0        19559            0
1985-06-06   66.415001  19.427000   66.415001  19.427000           0.0        20562            0
1985-06-07   67.297997  18.879000   67.297997  18.879000           0.0        20663            0
1985-06-08   67.857002  18.132000   67.857002  18.132000           0.0        19892            0
1985-06-09   66.557999  18.309999   66.557999  18.309999           0.0        20587            0
1985-06-10   65.682999  18.009001   65.682999  18.009001           0.0        22175            0
1985-06-11   66.017998  18.482000   66.017998  18.482000           0.0        22086            0
1985-06-12   66.068001  18.981001   66.068001  18.981001           0.0        21635            0
1985-06-13   67.161003  19.062000   67.161003  19.062000           0.0        20140            0
1985-06-14   67.504997  18.847000   67.504997  18.847000           0.0        19928            0
1985-06-15   68.232002  18.268000   68.232002  18.268000           0.0        19232            0
1985-06-16   68.832001  17.947001   68.832001  17.947001           0.0        19505            0
1985-06-17   68.778999  17.795000   68.778999  17.795000           0.0        20225            0
1985-06-18   68.926003  17.684999   68.926003  17.684999           0.0        19584            0
1985-06-19   70.014999  17.351999   70.014999  17.351999           0.0        17911            0
1985-06-20   70.094002  17.497999   70.094002  17.497999           0.0        17259            0
1985-06-21   70.397003  16.747999   70.397003  16.747999           0.0        16541            0
1985-06-22   69.856003  17.350000   69.856003  17.350000           0.0        17037            0
1985-06-23   69.245003  18.813000   69.245003  18.813000           0.0        17477            0
1985-06-24   68.641998  18.774000   68.641998  18.774000           0.0        19194            0
1985-06-25   68.127998  18.657000   68.127998  18.657000           0.0        19739            0
1985-06-26   67.418999  19.912001   67.418999  19.912001           0.0        19963            0
1985-06-27   66.032997  21.563999   66.032997  21.563999           0.0        21396            0
1985-06-28   66.369003  21.530001   66.369003  21.530001           0.0        21169            0
1985-06-29   65.867996  22.531000   65.867996  22.531000           0.0        21822            0
1985-06-30   65.294998  22.382000   65.294998  22.382000           0.0        22656            0
1985-07-01   65.385002  21.424000   65.385002  21.424000           0.0        23176            0
1985-07-02   65.794998  21.375999   65.794998  21.375999           0.0        22610            0
1985-07-03   65.286003  22.350000   65.286003  22.350000           0.0        22069            0
1985-07-04   65.347000  22.832001   65.347000  22.832001           0.0        22416            0
1985-07-05   64.845001  21.955999   64.845001  21.955999           0.0        23316            0
1985-07-06   64.120003  22.167000   64.120003  22.167000           0.0        24515            0
1985-07-07   63.555000  22.045000   63.555000  22.045000           0.0        25680            0
1985-07-08   63.534000  21.955999   63.534000  21.955999           0.0        25149            0
1985-07-09   64.955002  20.980000   64.955002  20.980000           0.0        24232            0
1985-07-10   65.783997  19.854000   65.783997  19.854000           0.0        23400            0
1985-07-11   66.783997  19.562000   66.783997  19.562000           0.0        22431            0
1985-07-12   66.324997  20.431000   66.324997  20.431000           0.0        21529            0
1985-07-13   66.490997  19.868000   66.490997  19.868000           0.0        20834            0
1985-07-14   66.286003  19.743000   66.286003  19.743000           0.0        21363            0
1985-07-15   67.098000  18.202999   67.098000  18.202999           0.0        20941            0
1985-07-16   67.739998  17.875000   67.739998  17.875000           0.0        20305            0
1985-07-17   68.268997  18.236000   68.268997  18.236000           0.0        19596            0
1985-07-18   68.350998  18.584999   68.350998  18.584999           0.0        19545            0
1985-07-19   68.056000  18.799999   68.056000  18.799999           0.0        19579            0
1985-07-20   67.033997  19.709000   67.033997  19.709000           0.0        20151            0
1985-07-21   66.336998  19.768000   66.336998  19.768000           0.0        20909            0
1985-07-22   66.250999  19.121000   66.250999  19.121000           0.0        21234            0
1985-07-23   67.422997  18.600000   67.422997  18.600000           0.0        20314            0
1985-07-24   67.962997  18.426001   67.962997  18.426001           0.0        19741            0
1985-07-25   69.242996  17.702000   69.242996  17.702000           0.0        18649            0
1985-07-26   69.753998  17.233999   69.753998  17.233999           0.0        17947            0
1985-07-27   69.091003  18.441000   69.091003  18.441000           0.0        17696            0
1985-07-28   67.264000  20.851000   67.264000  20.851000           0.0        19555            0
1985-07-29   66.900002  20.778999   66.900002  20.778999           0.0        20774            0
1985-07-30   66.644997  20.433001   66.644997  20.433001           0.0        21954            0
1985-07-31   66.059998  19.804001   66.059998  19.804001           0.0        22779            0
1985-08-01   66.957001  18.791000   66.957001  18.791000           0.0        22042            0
1985-08-02   67.362000  19.104000   67.362000  19.104000           0.0        21645            0
1985-08-03   67.237000  19.028000   67.237000  19.028000           0.0        21108            0
1985-08-04   67.878998  18.158001   67.878998  18.158001           0.0        20236            0
1985-08-05   67.469002  18.396000   67.469002  18.396000           0.0        20788            0
1985-08-06   68.370003  17.754999   68.370003  17.754999           0.0        20418            0
1985-08-07   68.283997  17.566000   68.283997  17.566000           0.0        20677            0
1985-08-08   68.198997  17.648001   68.198997  17.648001           0.0        21187            0
1985-08-09   67.101997  19.521000   67.101997  19.521000           0.0        21476            0
1985-08-10   67.622002  18.872999   67.622002  18.872999           0.0        21511            0
1985-08-11   67.162003  19.155001   67.162003  19.155001           0.0        20969            0
1985-08-12   66.429001  19.190001   66.429001  19.190001           0.0        22147            0
1985-08-13   65.768997  20.090000   65.768997  20.090000           0.0        22447            0
1985-08-14   65.771004  19.715000   65.771004  19.715000           0.0        22620            0
1985-08-15   66.949997  18.997999   66.949997  18.997999           0.0        21467            0
1985-08-16   68.050003  18.009001   68.050003  18.009001           0.0        20296            0
1985-08-17   68.681000  17.688999   68.681000  17.688999           0.0        19847            0
1985-08-18   68.749001  18.440001   68.749001  18.440001           0.0        19907            0
1985-08-19   68.538002  18.559999   68.538002  18.559999           0.0        20544            0
1985-08-20   67.250999  18.872999   67.250999  18.872999           0.0        21434            0
1985-08-21   66.627998  18.816000   66.627998  18.816000           0.0        22023            0
1985-08-22   68.038002  17.775000   68.038002  17.775000           0.0        20432            0
1985-08-23   68.892998  17.950001   68.892998  17.950001           0.0        18942            0
1985-08-24   67.894997  18.444000   67.894997  18.444000           0.0        19680            0
1985-08-25   66.679001  18.763000   66.679001  18.763000           0.0        20754            0
1985-08-26   67.019997  18.485001   67.019997  18.485001           0.0        21434            0
1985-08-27   66.944000  19.407000   66.944000  19.407000           0.0        20838            0
1985-08-28   65.683998  20.503000   65.683998  20.503000           0.0        21713            0
1985-08-29   64.882004  22.040001   64.882004  22.040001           0.0        22451            0
1985-08-30   65.426003  21.575001   65.426003  21.575001           0.0        22018            0
1985-08-31   65.033997  20.681999   65.033997  20.681999           0.0        23235            0
1985-09-01   65.005997  19.937000   65.005997  19.937000           0.0        23546            0
1985-09-02   64.685997  18.905001   64.685997  18.905001           0.0        23876            0
1985-09-03   65.174004  19.044001   65.174004  19.044001           0.0        23149            0
1985-09-04   64.990997  18.846001   64.990997  18.846001           0.0        23250            0
1985-09-05   64.344002  18.639000   64.344002  18.639000           0.0        24132            0
1985-09-06   64.467003  18.945999   64.467003  18.945999           0.0        23819            0
1985-09-07   64.407997  19.622000   64.407997  19.622000           0.0        23572            0
1985-09-08   65.299004  19.862000   65.299004  19.862000           0.0        22397            0
1985-09-09   65.917999  19.754000   65.917999  19.754000           0.0        22105            0
1985-09-10   67.252998  18.763000   67.252998  18.763000           0.0        20233            0
1985-09-11   66.538002  18.797001   66.538002  18.797001           0.0        20522            0
1985-09-12   65.915001  18.493999   65.915001  18.493999           0.0        21897            0
1985-09-13   66.103996  19.436001   66.103996  19.436001           0.0        21375            0
1985-09-14   66.023003  20.049000   66.023003  20.049000           0.0        21218            0
1985-09-15   65.931999  19.424000   65.931999  19.424000           0.0        21212            0
1985-09-16   66.377998  19.059999   66.377998  19.059999           0.0        20518            0
1985-09-17   64.928001  19.672001   64.928001  19.672001           0.0        22292            0
1985-09-18   65.286003  19.205999   65.286003  19.205999           0.0        23000            0
1985-09-19   65.042000  18.931000   65.042000  18.931000           0.0        22938            0
1985-09-20   63.946999  19.621000   63.946999  19.621000           0.0        23744            0
1985-09-21   63.662998  18.427000   63.662998  18.427000           0.0        24627            0
1985-09-22   64.255997  17.868999   64.255997  17.868999           0.0        24540            0
1985-09-23   64.857002  18.093000   64.857002  18.093000           0.0        23752            0
1985-09-24   65.549004  17.646999   65.549004  17.646999           0.0        22169            0
1985-09-25   65.419998  17.639000   65.419998  17.639000           0.0        22408            0
1985-09-26   64.651001  17.131001   64.651001  17.131001           0.0        22737            0
1985-09-27   64.626999  17.827999   64.626999  17.827999           0.0        22149            0
1985-09-28   64.371002  18.756001   64.371002  18.756001           0.0        22717            0
1985-09-29   63.978001  18.761000   63.978001  18.761000           0.0        23243            0
1985-09-30   63.618999  18.618000   63.618999  18.618000           0.0        24062            0
1985-10-01   64.717003  18.445000   64.717003  18.445000           0.0        22459            0
1985-10-02   66.476997  16.787001   66.476997  16.787001           0.0        20588            0
1985-10-03   66.527000  15.933000   66.527000  15.933000           0.0        20496            0
1985-10-04   66.346001  15.659000   66.346001  15.659000           0.0        21168            0
1985-10-05   65.302002  16.027000   65.302002  16.027000           0.0        22268            0
1985-10-06   63.445999  17.389000   63.445999  17.389000           0.0        23745            0
1985-10-07   61.768002  18.476000   61.768002  18.476000           0.0        25309            0
1985-10-08   62.439999  19.434000   62.439999  19.434000           0.0        23871            0
1985-10-09   62.549999  18.521000   62.549999  18.521000           0.0        24284            0
1985-10-10   62.856998  18.160999   62.856998  18.160999           0.0        24005            0
1985-10-11   63.285999  17.278999   63.285999  17.278999           0.0        23953            0
1985-10-12   63.646000  16.445999   63.646000  16.445999           0.0        23677            0
1985-10-13   63.508999  16.346001   63.508999  16.346001           0.0        23075            0
1985-10-14   63.050999  17.131001   63.050999  17.131001           0.0        23210            0
1985-10-15   63.137001  17.593000   63.137001  17.593000           0.0        22474            0
1985-10-16   63.860001  17.577000   63.860001  17.577000           0.0        22565            0
1985-10-17   64.530998  17.104000   64.530998  17.104000           0.0        21200            0
1985-10-18   64.690002  17.027000   64.690002  17.027000           0.0        21334            0
1985-10-19   64.810997  16.674000   64.810997  16.674000           0.0        21403            0
1985-10-20   64.813004  17.030001   64.813004  17.030001           0.0        21785            0
1985-10-21   64.068001  17.202999   64.068001  17.202999           0.0        21789            0
1985-10-22   64.024002  17.582001   64.024002  17.582001           0.0        20990            0
1985-10-23   63.508999  18.329000   63.508999  18.329000           0.0        21623            0
1985-10-24   61.763000  18.875000   61.763000  18.875000           0.0        23716            0
1985-10-25   61.351002  19.006001   61.351002  19.006001           0.0        24967            0
1985-10-26   61.667999  19.236000   61.667999  19.236000           0.0        25781            0
1985-10-27   62.319000  18.851999   62.319000  18.851999           0.0        25813            0
1985-10-28   63.344002  18.426001   63.344002  18.426001           0.0        23493            0
1985-10-29   62.578999  18.458000   62.578999  18.458000           0.0        23994            0
1985-10-30   62.299999  18.388000   62.299999  18.388000           0.0        24322            0
1985-10-31   62.368000  18.657000   62.368000  18.657000           0.0        23472            0
1985-11-01   62.278000  18.528000   62.278000  18.528000           0.0        23311            0
1985-11-02   62.341000  18.358999   62.341000  18.358999           0.0        23975            0
1985-11-03   62.792999  18.481001   62.792999  18.481001           0.0        23182            0
1985-11-04   62.811001  18.545000   62.811001  18.545000           0.0        23542            0
1985-11-05   62.534000  18.587000   62.534000  18.587000           0.0        23521            0
1985-11-06   62.289001  18.047001   62.289001  18.047001           0.0        23225            0
1985-11-07   62.250000  17.778999   62.250000  17.778999           0.0        23637            0
1985-11-08   61.907001  18.420000   61.907001  18.420000           0.0        24008            0
1985-11-09   60.164001  19.146000   60.164001  19.146000           0.0        25333            0
1985-11-10   58.770000  18.812000   58.770000  18.812000           0.0        27181            0
1985-11-11   57.924999  18.437000   57.924999  18.437000           0.0        27453            0
1985-11-12   57.800999  17.097000   57.800999  17.097000           0.0        27645            0
1985-11-13   58.530998  16.466999   58.530998  16.466999           0.0        26674            0
1985-11-14   59.529999  15.696000   59.529999  15.696000           0.0        26547            0
1985-11-15   59.952000  16.236000   59.952000  16.236000           0.0        25741            0
1985-11-16   59.624001  16.441000   59.624001  16.441000           0.0        26481            0
1985-11-17   59.521000  15.584000   59.521000  15.584000           0.0        26259            0
1985-11-18   59.126999  15.410000   59.126999  15.410000           0.0        26057            0
1985-11-19   58.721001  16.634001   58.721001  16.634001           0.0        26353            0
1985-11-20   59.569000  16.604000   59.569000  16.604000           0.0        25812            0
1985-11-21   60.403000  16.527000   60.403000  16.527000           0.0        24735            0
1985-11-22   60.224998  17.162001   60.224998  17.162001           0.0        24437            0
1985-11-23   60.661999  16.667999   60.661999  16.667999           0.0        24192            0
1985-11-24   61.666000  16.527000   61.666000  16.527000           0.0        22646            0
1985-11-25   61.805000  16.969000   61.805000  16.969000           0.0        22642            0
1985-11-26   59.853001  17.097000   59.853001  17.097000           0.0        25382            0
1985-11-27   60.544998  16.811001   60.544998  16.811001           0.0        24895            0
1985-11-28   60.985001  17.105000   60.985001  17.105000           0.0        24493            0
1985-11-29   61.560001  16.974001   61.560001  16.974001           0.0        23781            0
1985-11-30   62.365002  16.632999   62.365002  16.632999           0.0        23373            0
1985-12-01   62.202999  16.768999   62.202999  16.768999           0.0        23726            0
1985-12-02   61.713001  16.455000   61.713001  16.455000           0.0        24078            0
1985-12-03   62.893002  15.514000   62.893002  15.514000           0.0        23453            0
1985-12-04   63.051998  15.217000   63.051998  15.217000           0.0        23511            0
1985-12-05   64.084999  15.303000   64.084999  15.303000           0.0        21451            0
1985-12-06   64.467003  14.796000   64.467003  14.796000           0.0        20669            0
1985-12-07   64.204002  14.928000   64.204002  14.928000           0.0        21220            0
1985-12-08   63.391998  14.807000   63.391998  14.807000           0.0        21870            0
1985-12-09   63.102001  15.497000   63.102001  15.497000           0.0        21899            0
1985-12-10   62.999001  16.197001   62.999001  16.197001           0.0        21018            0
1985-12-11   62.408001  16.531000   62.408001  16.531000           0.0        21313            0
1985-12-12   61.846001  15.262000   61.846001  15.262000           0.0        22181            0
1985-12-13   61.294998  15.128000   61.294998  15.128000           0.0        23399            0
1985-12-14   61.821999  14.922000   61.821999  14.922000           0.0        22465            0
1985-12-15   62.167999  15.219000   62.167999  15.219000           0.0        22171            0
1985-12-16   63.129002  16.073999   63.129002  16.073999           0.0        20944            0
1985-12-17   62.821999  16.726999   62.821999  16.726999           0.0        21533            0
1985-12-18   62.368999  17.243999   62.368999  17.243999           0.0        21495            0
1985-12-19   61.391998  17.825001   61.391998  17.825001           0.0        22540            0
1985-12-20   61.952000  16.438999   61.952000  16.438999           0.0        22629            0
1985-12-21   61.984001  16.555000   61.984001  16.555000           0.0        22531            0
1985-12-22   61.457001  17.128000   61.457001  17.128000           0.0        23118            0
1985-12-23   62.303001  16.796000   62.303001  16.796000           0.0        22468            0
1985-12-24   62.717999  16.834000   62.717999  16.834000           0.0        21526            0
1985-12-25   60.707001  17.778999   60.707001  17.778999           0.0        23422            0
1985-12-26   59.703999  18.198999   59.703999  18.198999           0.0        25177            0
1985-12-27   59.425999  16.697001   59.425999  16.697001           0.0        26577            0
1985-12-28   60.501999  16.327999   60.501999  16.327999           0.0        25242            0
1985-12-29   60.738998  15.407000   60.738998  15.407000           0.0        24887            0
1985-12-30   61.144001  15.384000   61.144001  15.384000           0.0        24355            0
1985-12-31   61.844002  15.530000   61.844002  15.530000           0.0        23264            0

================================================================================
DMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01    5.111000   1.395000    5.111000   1.395000           0.0         1173            0
1985-01-02    4.563000   1.898000    4.563000   1.898000           0.0         1173            0
1985-01-03    4.180000   2.204000    4.180000   2.204000           0.0         1046            0
1985-01-04    3.845000   2.363000    3.845000   2.363000           0.0          845            0
1985-01-05    3.603000   2.505000    3.603000   2.505000           0.0          693            0
1985-01-06    3.322000   2.589000    3.322000   2.589000           0.0          541            0
1985-01-07    3.079000   2.546000    3.079000   2.546000           0.0          423            0
1985-01-08    2.866000   2.467000    2.866000   2.467000           0.0          374            0
1985-01-09    2.683000   2.412000    2.683000   2.412000           0.0          337            0
1985-01-10    2.535000   2.404000    2.535000   2.404000           0.0          296            0
1985-01-11    2.485000   2.415000    2.485000   2.415000           0.0          259            0
1985-01-12    2.429000   2.411000    2.429000   2.411000           0.0          253            0
1985-01-13    2.344000   2.416000    2.344000   2.416000           0.0          242            0
1985-01-14    2.308000   2.377000    2.308000   2.377000           0.0          217            0
1985-01-15    2.228000   2.332000    2.228000   2.332000           0.0          207            0
1985-01-16    2.172000   2.343000    2.172000   2.343000           0.0          197            0
1985-01-17    2.046000   2.378000    2.046000   2.378000           0.0          158            0
1985-01-18    2.046000   2.404000    2.046000   2.404000           0.0          143            0
1985-01-19    2.002000   2.411000    2.002000   2.411000           0.0          135            0
1985-01-20    1.943000   2.426000    1.943000   2.426000           0.0          125            0
1985-01-21    1.944000   2.464000    1.944000   2.464000           0.0          113            0
1985-01-22    1.918000   2.489000    1.918000   2.489000           0.0          110            0
1985-01-23    1.922000   2.507000    1.922000   2.507000           0.0          108            0
1985-01-24    1.943000   2.543000    1.943000   2.543000           0.0          108            0
1985-01-25    1.943000   2.609000    1.943000   2.609000           0.0          103            0
1985-01-26    1.942000   2.636000    1.942000   2.636000           0.0          101            0
1985-01-27    1.915000   2.583000    1.915000   2.583000           0.0           92            0
1985-01-28    1.877000   2.482000    1.877000   2.482000           0.0           90            0
1985-01-29    1.878000   2.493000    1.878000   2.493000           0.0           85            0
1985-01-30    1.904000   2.528000    1.904000   2.528000           0.0           79            0
1985-01-31    1.875000   2.541000    1.875000   2.541000           0.0           74            0
1985-02-01    1.853000   2.571000    1.853000   2.571000           0.0           71            0
1985-02-02    1.843000   2.553000    1.843000   2.553000           0.0           70            0
1985-02-03    1.823000   2.538000    1.823000   2.538000           0.0           69            0
1985-02-04    1.804000   2.559000    1.804000   2.559000           0.0           63            0
1985-02-05    1.760000   2.608000    1.760000   2.608000           0.0           61            0
1985-02-06    1.697000   2.630000    1.697000   2.630000           0.0           59            0
1985-02-07    1.601000   2.434000    1.601000   2.434000           0.0           59            0
1985-02-08    1.529000   2.227000    1.529000   2.227000           0.0           59            0
1985-02-09    1.535000   2.260000    1.535000   2.260000           0.0           59            0
1985-02-10    1.516000   2.283000    1.516000   2.283000           0.0           58            0
1985-02-11    1.484000   2.287000    1.484000   2.287000           0.0           58            0
1985-02-12    1.495000   2.357000    1.495000   2.357000           0.0           58            0
1985-02-13    1.505000   2.427000    1.505000   2.427000           0.0           57            0
1985-02-14    1.555000   2.530000    1.555000   2.530000           0.0           57            0
1985-02-15    1.613000   2.673000    1.613000   2.673000           0.0           57            0
1985-02-16    1.635000   2.830000    1.635000   2.830000           0.0           57            0
1985-02-17    1.673000   2.986000    1.673000   2.986000           0.0           57            0
1985-02-18    1.714000   3.115000    1.714000   3.115000           0.0           56            0
1985-02-19    1.801000   3.277000    1.801000   3.277000           0.0           56            0
1985-02-20    1.771000   3.225000    1.771000   3.225000           0.0           56            0
1985-02-21    1.748000   3.281000    1.748000   3.281000           0.0           56            0
1985-02-22    1.747000   3.321000    1.747000   3.321000           0.0           56            0
1985-02-23    1.789000   3.417000    1.789000   3.417000           0.0           55            0
1985-02-24    1.830000   3.599000    1.830000   3.599000           0.0           55            0
1985-02-25    1.888000   3.772000    1.888000   3.772000           0.0           55            0
1985-02-26    1.910000   3.862000    1.910000   3.862000           0.0           52            0
1985-02-27    2.011000   4.059000    2.011000   4.059000           0.0           52            0
1985-02-28    2.147000   4.281000    2.147000   4.281000           0.0           50            0
1985-03-01    2.277000   4.540000    2.277000   4.540000           0.0           51            0
1985-03-02    2.303000   4.493000    2.303000   4.493000           0.0           47            0
1985-03-03    2.281000   4.556000    2.281000   4.556000           0.0           48            0
1985-03-04    2.230000   4.620000    2.230000   4.620000           0.0           47            0
1985-03-05    2.155000   4.538000    2.155000   4.538000           0.0           45            0
1985-03-06    2.134000   4.524000    2.134000   4.524000           0.0           40            0
1985-03-07    2.163000   4.637000    2.163000   4.637000           0.0           41            0
1985-03-08    2.204000   4.797000    2.204000   4.797000           0.0           39            0
1985-03-09    2.318000   4.942000    2.318000   4.942000           0.0           38            0
1985-03-10    2.426000   5.067000    2.426000   5.067000           0.0           37            0
1985-03-11    2.530000   5.257000    2.530000   5.257000           0.0           37            0
1985-03-12    2.488000   5.071000    2.488000   5.071000           0.0           36            0
1985-03-13    2.545000   5.236000    2.545000   5.236000           0.0           35            0
1985-03-14    2.687000   5.493000    2.687000   5.493000           0.0           33            0
1985-03-15    2.693000   5.512000    2.693000   5.512000           0.0           31            0
1985-03-16    2.768000   5.682000    2.768000   5.682000           0.0           27            0
1985-03-17    2.888000   5.990000    2.888000   5.990000           0.0           24            0
1985-03-18    2.991000   6.170000    2.991000   6.170000           0.0           23            0
1985-03-19    3.123000   6.236000    3.123000   6.236000           0.0           23            0
1985-03-20    3.179000   6.401000    3.179000   6.401000           0.0           24            0
1985-03-21    3.192000   6.554000    3.192000   6.554000           0.0           23            0
1985-03-22    2.953000   6.011000    2.953000   6.011000           0.0           23            0
1985-03-23    2.851000   6.024000    2.851000   6.024000           0.0           22            0
1985-03-24    2.859000   6.274000    2.859000   6.274000           0.0           20            0
1985-03-25    2.931000   6.633000    2.931000   6.633000           0.0           21            0
1985-03-26    2.933000   6.872000    2.933000   6.872000           0.0           21            0
1985-03-27    2.829000   6.816000    2.829000   6.816000           0.0           19            0
1985-03-28    2.741000   6.695000    2.741000   6.695000           0.0           20            0
1985-03-29    2.588000   6.466000    2.588000   6.466000           0.0           21            0
1985-03-30    2.347000   5.880000    2.347000   5.880000           0.0           21            0
1985-03-31    2.296000   5.911000    2.296000   5.911000           0.0           20            0
1985-04-01    2.524000   6.299000    2.524000   6.299000           0.0           20            0
1985-04-02    2.873000   6.962000    2.873000   6.962000           0.0           21            0
1985-04-03    3.186000   7.659000    3.186000   7.659000           0.0           19            0
1985-04-04    3.372000   8.002000    3.372000   8.002000           0.0           20            0
1985-04-05    3.492000   8.336000    3.492000   8.336000           0.0           19            0
1985-04-06    3.630000   8.655000    3.630000   8.655000           0.0           22            0
1985-04-07    3.943000   9.259000    3.943000   9.259000           0.0           19            0
1985-04-08    4.236000   9.949000    4.236000   9.949000           0.0           20            0
1985-04-09    4.520000  10.727000    4.520000  10.727000           0.0           19            0
1985-04-10    4.815000  11.500000    4.815000  11.500000           0.0           20            0
1985-04-11    5.070000  12.299000    5.070000  12.299000           0.0           19            0
1985-04-12    5.398000  13.145000    5.398000  13.145000           0.0           19            0
1985-04-13    5.688000  13.931000    5.688000  13.931000           0.0           20            0
1985-04-14    6.021000  14.852000    6.021000  14.852000           0.0           19            0
1985-04-15    6.364000  15.788000    6.364000  15.788000           0.0           19            0
1985-04-16    6.622000  16.452000    6.622000  16.452000           0.0           19            0
1985-04-17    6.919000  16.854000    6.919000  16.854000           0.0           19            0
1985-04-18    7.129000  16.611000    7.129000  16.611000           0.0           18            0
1985-04-19    6.940000  16.087000    6.940000  16.087000           0.0           18            0
1985-04-20    6.635000  15.802000    6.635000  15.802000           0.0           17            0
1985-04-21    6.540000  15.541000    6.540000  15.541000           0.0           18            0
1985-04-22    6.440000  15.163000    6.440000  15.163000           0.0           17            0
1985-04-23    6.486000  15.414000    6.486000  15.414000           0.0           17            0
1985-04-24    6.430000  15.583000    6.430000  15.583000           0.0           18            0
1985-04-25    6.308000  15.387000    6.308000  15.387000           0.0           16            0
1985-04-26    6.087000  14.754000    6.087000  14.754000           0.0           14            0
1985-04-27    6.146000  14.908000    6.146000  14.908000           0.0           15            0
1985-04-28    6.477000  15.376000    6.477000  15.376000           0.0           14            0
1985-04-29    6.825000  15.975000    6.825000  15.975000           0.0           13            0
1985-04-30    7.188000  16.840000    7.188000  16.840000           0.0           13            0
1985-05-01    7.731000  17.827999    7.731000  17.827999           0.0           13            0
1985-05-02    8.278000  18.624001    8.278000  18.624001           0.0           13            0
1985-05-03    8.569000  19.187000    8.569000  19.187000           0.0           13            0
1985-05-04    8.734000  19.910000    8.734000  19.910000           0.0           12            0
1985-05-05    8.713000  20.424000    8.713000  20.424000           0.0           12            0
1985-05-06    9.000000  21.155001    9.000000  21.155001           0.0           12            0
1985-05-07    9.506000  22.066000    9.506000  22.066000           0.0           10            0
1985-05-08   10.046000  23.087000   10.046000  23.087000           0.0           10            0
1985-05-09   10.438000  22.987000   10.438000  22.987000           0.0           10            0
1985-05-10   10.071000  20.653000   10.071000  20.653000           0.0            9            0
1985-05-11    9.537000  19.341999    9.537000  19.341999           0.0            9            0
1985-05-12    9.202000  19.184000    9.202000  19.184000           0.0            9            0
1985-05-13    8.962000  19.207001    8.962000  19.207001           0.0            8            0
1985-05-14    9.027000  19.372000    9.027000  19.372000           0.0            8            0
1985-05-15    9.285000  19.915001    9.285000  19.915001           0.0            8            0
1985-05-16    9.604000  20.475000    9.604000  20.475000           0.0            8            0
1985-05-17    9.900000  21.228001    9.900000  21.228001           0.0            8            0
1985-05-18   10.315000  22.233999   10.315000  22.233999           0.0            8            0
1985-05-19   10.815000  23.242001   10.815000  23.242001           0.0            8            0
1985-05-20   11.023000  23.840000   11.023000  23.840000           0.0            8            0
1985-05-21   11.273000  24.598000   11.273000  24.598000           0.0            8            0
1985-05-22   11.732000  25.596001   11.732000  25.596001           0.0            7            0
1985-05-23   12.255000  26.600000   12.255000  26.600000           0.0            7            0
1985-05-24   12.540000  27.059999   12.540000  27.059999           0.0            5            0
1985-05-25   12.629000  27.250000   12.629000  27.250000           0.0            5            0
1985-05-26   12.653000  27.215000   12.653000  27.215000           0.0            5            0
1985-05-27   12.561000  27.351000   12.561000  27.351000           0.0            4            0
1985-05-28   12.292000  27.099001   12.292000  27.099001           0.0            5            0
1985-05-29   11.828000  26.233000   11.828000  26.233000           0.0            5            0
1985-05-30   11.394000  26.275999   11.394000  26.275999           0.0            4            0
1985-05-31   10.963000  25.690001   10.963000  25.690001           0.0            5            0
1985-06-01   10.881000  25.773001   10.881000  25.773001           0.0            5            0
1985-06-02   10.959000  25.267000   10.959000  25.267000           0.0            4            0
1985-06-03   11.129000  24.382000   11.129000  24.382000           0.0            5            0
1985-06-04   11.415000  24.841000   11.415000  24.841000           0.0            4            0
1985-06-05   11.638000  25.284000   11.638000  25.284000           0.0            4            0
1985-06-06   11.593000  25.657000   11.593000  25.657000           0.0            5            0
1985-06-07   11.724000  26.055000   11.724000  26.055000           0.0            5            0
1985-06-08   12.107000  26.929001   12.107000  26.929001           0.0            4            0
1985-06-09   12.389000  27.718000   12.389000  27.718000           0.0            5            0
1985-06-10   12.531000  28.431000   12.531000  28.431000           0.0            4            0
1985-06-11   12.634000  29.237000   12.634000  29.237000           0.0            5            0
1985-06-12   12.964000  30.268000   12.964000  30.268000           0.0            5            0
1985-06-13   13.498000  31.313000   13.498000  31.313000           0.0            5            0
1985-06-14   13.885000  32.271000   13.885000  32.271000           0.0            4            0
1985-06-15   14.054000  32.806999   14.054000  32.806999           0.0            4            0
1985-06-16   14.288000  33.738998   14.288000  33.738998           0.0            4            0
1985-06-17   14.747000  35.001999   14.747000  35.001999           0.0            4            0
1985-06-18   15.210000  36.150002   15.210000  36.150002           0.0            4            0
1985-06-19   15.974000  37.508999   15.974000  37.508999           0.0            4            0
1985-06-20   16.465000  38.522999   16.465000  38.522999           0.0            4            0
1985-06-21   16.576000  39.094002   16.576000  39.094002           0.0            4            0
1985-06-22   16.590000  40.091000   16.590000  40.091000           0.0            4            0
1985-06-23   16.927999  41.265999   16.927999  41.265999           0.0            4            0
1985-06-24   16.773001  40.009998   16.773001  40.009998           0.0            4            0
1985-06-25   15.855000  37.117001   15.855000  37.117001           0.0            4            0
1985-06-26   15.758000  37.057999   15.758000  37.057999           0.0            4            0
1985-06-27   16.250999  38.139999   16.250999  38.139999           0.0            4            0
1985-06-28   16.985001  39.348999   16.985001  39.348999           0.0            4            0
1985-06-29   17.846001  40.664001   17.846001  40.664001           0.0            4            0
1985-06-30   18.622999  41.865002   18.622999  41.865002           0.0            4            0
1985-07-01   18.955000  42.910999   18.955000  42.910999           0.0            4            0
1985-07-02   19.260000  43.995998   19.260000  43.995998           0.0            4            0
1985-07-03   19.542999  45.105999   19.542999  45.105999           0.0            4            0
1985-07-04   20.181000  46.432999   20.181000  46.432999           0.0            3            0
1985-07-05   20.544001  47.735001   20.544001  47.735001           0.0            3            0
1985-07-06   20.503000  48.778000   20.503000  48.778000           0.0            3            0
1985-07-07   20.590000  49.027000   20.590000  49.027000           0.0            4            0
1985-07-08   20.962999  49.965000   20.962999  49.965000           0.0            3            0
1985-07-09   21.489000  51.152000   21.489000  51.152000           0.0            3            0
1985-07-10   21.787001  52.216000   21.787001  52.216000           0.0            3            0
1985-07-11   22.063000  52.840000   22.063000  52.840000           0.0            3            0
1985-07-12   21.805000  52.494999   21.805000  52.494999           0.0            2            0
1985-07-13   21.658001  52.675999   21.658001  52.675999           0.0            1            0
1985-07-14   21.660999  53.275002   21.660999  53.275002           0.0            2            0
1985-07-15   21.349001  52.925999   21.349001  52.925999           0.0            2            0
1985-07-16   20.850000  52.245998   20.850000  52.245998           0.0            2            0
1985-07-17   20.295000  50.951000   20.295000  50.951000           0.0            1            0
1985-07-18   19.761999  48.763000   19.761999  48.763000           0.0            1            0
1985-07-19   19.382000  47.401001   19.382000  47.401001           0.0            2            0
1985-07-21   18.815001  46.060001   18.815001  46.060001           0.0            1            0
1985-07-22   17.922001  42.790001   17.922001  42.790001           0.0            2            0
1985-07-23   17.934000  43.002998   17.934000  43.002998           0.0            1            0
1985-07-24   17.556999  41.987000   17.556999  41.987000           0.0            2            0
1985-07-25   17.778000  42.632999   17.778000  42.632999           0.0            1            0
1985-07-26   18.025000  43.530998   18.025000  43.530998           0.0            1            0
1985-07-27   18.559999  44.603001   18.559999  44.603001           0.0            2            0
1985-07-28   19.145000  45.456001   19.145000  45.456001           0.0            2            0
1985-07-29   18.840000  44.235001   18.840000  44.235001           0.0            2            0
1985-07-31   17.152000  37.150002   17.152000  37.150002           0.0            1            0
1985-08-01   16.813000  35.459999   16.813000  35.459999           0.0            1            0
1985-08-02   16.746000  34.938999   16.746000  34.938999           0.0            1            0
1985-08-03   16.625999  34.932999   16.625999  34.932999           0.0            1            0
1985-08-08   15.460000  36.060001   15.460000  36.060001           0.0            1            0
1985-10-17    6.202000  21.826000    6.202000  21.826000           0.0            1            0
1985-11-04    4.648000  15.347000    4.648000  15.347000           0.0            1            0
1985-12-30    0.859000   3.436000    0.859000   3.436000           0.0            1            0

================================================================================
DC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01   12.787000   4.725000   12.787000   4.725000           0.0         7877            0
1985-01-02   11.861000   5.561000   11.861000   5.561000           0.0         6126            0
1985-01-03   11.211000   6.126000   11.211000   6.126000           0.0         4881            0
1985-01-04   10.512000   6.373000   10.512000   6.373000           0.0         3931            0
1985-01-05    9.980000   6.669000    9.980000   6.669000           0.0         3256            0
1985-01-06    9.261000   6.918000    9.261000   6.918000           0.0         2284            0
1985-01-07    8.776000   6.950000    8.776000   6.950000           0.0         1632            0
1985-01-08    8.300000   6.890000    8.300000   6.890000           0.0         1484            0
1985-01-09    7.934000   6.860000    7.934000   6.860000           0.0         1424            0
1985-01-10    7.829000   6.949000    7.829000   6.949000           0.0         1308            0
1985-01-11    7.777000   7.066000    7.777000   7.066000           0.0         1226            0
1985-01-12    7.619000   7.018000    7.619000   7.018000           0.0         1207            0
1985-01-13    7.411000   7.038000    7.411000   7.038000           0.0         1144            0
1985-01-14    7.387000   6.964000    7.387000   6.964000           0.0         1064            0
1985-01-15    7.338000   7.036000    7.338000   7.036000           0.0         1041            0
1985-01-16    7.241000   7.182000    7.241000   7.182000           0.0         1004            0
1985-01-17    7.013000   7.337000    7.013000   7.337000           0.0          948            0
1985-01-18    7.103000   7.477000    7.103000   7.477000           0.0          913            0
1985-01-19    7.079000   7.573000    7.079000   7.573000           0.0          899            0
1985-01-20    7.020000   7.707000    7.020000   7.707000           0.0          876            0
1985-01-21    7.102000   7.862000    7.102000   7.862000           0.0          858            0
1985-01-22    7.062000   8.067000    7.062000   8.067000           0.0          860            0
1985-01-23    7.099000   8.176000    7.099000   8.176000           0.0          848            0
1985-01-24    7.190000   8.298000    7.190000   8.298000           0.0          841            0
1985-01-25    7.227000   8.499000    7.227000   8.499000           0.0          840            0
1985-01-26    7.315000   8.603000    7.315000   8.603000           0.0          836            0
1985-01-27    7.273000   8.677000    7.273000   8.677000           0.0          801            0
1985-01-28    7.289000   8.682000    7.289000   8.682000           0.0          763            0
1985-01-29    7.362000   8.830000    7.362000   8.830000           0.0          750            0
1985-01-30    7.496000   9.006000    7.496000   9.006000           0.0          718            0
1985-01-31    7.488000   9.200000    7.488000   9.200000           0.0          679            0
1985-02-01    7.450000   9.304000    7.450000   9.304000           0.0          655            0
1985-02-02    7.489000   9.467000    7.489000   9.467000           0.0          652            0
1985-02-03    7.487000   9.596000    7.487000   9.596000           0.0          616            0
1985-02-04    7.494000   9.761000    7.494000   9.761000           0.0          548            0
1985-02-05    7.407000   9.985000    7.407000   9.985000           0.0          548            0
1985-02-06    7.261000  10.184000    7.261000  10.184000           0.0          526            0
1985-02-07    6.991000   9.595000    6.991000   9.595000           0.0          507            0
1985-02-08    6.759000   8.715000    6.759000   8.715000           0.0          499            0
1985-02-09    6.710000   8.871000    6.710000   8.871000           0.0          494            0
1985-02-10    6.455000   8.720000    6.455000   8.720000           0.0          483            0
1985-02-11    6.151000   8.357000    6.151000   8.357000           0.0          463            0
1985-02-12    6.151000   8.483000    6.151000   8.483000           0.0          463            0
1985-02-13    6.133000   8.629000    6.133000   8.629000           0.0          463            0
1985-02-14    6.217000   8.794000    6.217000   8.794000           0.0          456            0
1985-02-15    6.296000   9.014000    6.296000   9.014000           0.0          453            0
1985-02-16    6.346000   9.261000    6.346000   9.261000           0.0          449            0
1985-02-17    6.480000   9.506000    6.480000   9.506000           0.0          453            0
1985-02-18    6.598000   9.750000    6.598000   9.750000           0.0          448            0
1985-02-19    6.808000  10.061000    6.808000  10.061000           0.0          447            0
1985-02-20    6.909000  10.300000    6.909000  10.300000           0.0          446            0
1985-02-21    6.974000  10.562000    6.974000  10.562000           0.0          440            0
1985-02-22    6.985000  10.728000    6.985000  10.728000           0.0          439            0
1985-02-23    7.087000  10.964000    7.087000  10.964000           0.0          440            0
1985-02-24    7.255000  11.339000    7.255000  11.339000           0.0          444            0
1985-02-25    7.510000  11.702000    7.510000  11.702000           0.0          441            0
1985-02-26    7.636000  11.999000    7.636000  11.999000           0.0          441            0
1985-02-27    7.882000  12.381000    7.882000  12.381000           0.0          404            0
1985-02-28    8.109000  12.777000    8.109000  12.777000           0.0          361            0
1985-03-01    8.339000  13.199000    8.339000  13.199000           0.0          357            0
1985-03-02    8.405000  13.443000    8.405000  13.443000           0.0          342            0
1985-03-03    8.334000  13.772000    8.334000  13.772000           0.0          338            0
1985-03-04    8.262000  14.020000    8.262000  14.020000           0.0          333            0
1985-03-05    8.188000  13.907000    8.188000  13.907000           0.0          287            0
1985-03-06    8.110000  13.705000    8.110000  13.705000           0.0          242            0
1985-03-07    8.093000  13.701000    8.093000  13.701000           0.0          243            0
1985-03-08    7.800000  12.807000    7.800000  12.807000           0.0          243            0
1985-03-09    7.791000  12.500000    7.791000  12.500000           0.0          242            0
1985-03-10    7.943000  12.459000    7.943000  12.459000           0.0          248            0
1985-03-11    8.180000  12.843000    8.180000  12.843000           0.0          247            0
1985-03-12    8.217000  13.024000    8.217000  13.024000           0.0          188            0
1985-03-13    8.314000  13.428000    8.314000  13.428000           0.0          182            0
1985-03-14    8.517000  13.847000    8.517000  13.847000           0.0          136            0
1985-03-15    8.409000  13.904000    8.409000  13.904000           0.0          130            0
1985-03-16    8.312000  13.997000    8.312000  13.997000           0.0           76            0
1985-03-17    8.314000  14.090000    8.314000  14.090000           0.0           73            0
1985-03-18    8.400000  14.158000    8.400000  14.158000           0.0           75            0
1985-03-19    8.628000  14.523000    8.628000  14.523000           0.0           76            0
1985-03-20    8.677000  14.759000    8.677000  14.759000           0.0           74            0
1985-03-21    8.694000  15.133000    8.694000  15.133000           0.0           71            0
1985-03-22    8.291000  15.003000    8.291000  15.003000           0.0           76            0
1985-03-23    8.175000  15.316000    8.175000  15.316000           0.0           75            0
1985-03-24    8.252000  15.712000    8.252000  15.712000           0.0           74            0
1985-03-25    8.362000  16.124001    8.362000  16.124001           0.0           73            0
1985-03-26    8.344000  16.420000    8.344000  16.420000           0.0           69            0
1985-03-27    8.120000  16.410999    8.120000  16.410999           0.0           70            0
1985-03-28    7.918000  16.414000    7.918000  16.414000           0.0           70            0
1985-03-29    7.718000  16.302999    7.718000  16.302999           0.0           72            0
1985-03-30    7.451000  16.035000    7.451000  16.035000           0.0           79            0
1985-03-31    7.309000  15.902000    7.309000  15.902000           0.0           69            0
1985-04-01    8.179000  15.896000    8.179000  15.896000           0.0           75            0
1985-04-02    9.191000  16.478001    9.191000  16.478001           0.0           71            0
1985-04-03   10.156000  17.184000   10.156000  17.184000           0.0           69            0
1985-04-04   11.051000  17.712999   11.051000  17.712999           0.0           70            0
1985-04-05   11.789000  18.114000   11.789000  18.114000           0.0           67            0
1985-04-06   12.537000  18.702000   12.537000  18.702000           0.0           70            0
1985-04-07   13.424000  19.285999   13.424000  19.285999           0.0           66            0
1985-04-08   14.000000  19.900000   14.000000  19.900000           0.0           70            0
1985-04-09   14.464000  20.455000   14.464000  20.455000           0.0           68            0
1985-04-10   15.215000  21.270000   15.215000  21.270000           0.0           70            0
1985-04-11   15.888000  22.146000   15.888000  22.146000           0.0           65            0
1985-04-12   16.781000  23.091999   16.781000  23.091999           0.0           62            0
1985-04-13   17.297001  24.101000   17.297001  24.101000           0.0           63            0
1985-04-14   17.868999  25.132000   17.868999  25.132000           0.0           64            0
1985-04-15   18.671000  26.135000   18.671000  26.135000           0.0           64            0
1985-04-16   19.539000  27.100000   19.539000  27.100000           0.0           58            0
1985-04-17   20.358000  28.153999   20.358000  28.153999           0.0           59            0
1985-04-18   21.233999  29.167000   21.233999  29.167000           0.0           63            0
1985-04-19   21.667999  29.837999   21.667999  29.837999           0.0           59            0
1985-04-20   21.718000  30.020000   21.718000  30.020000           0.0           57            0
1985-04-21   22.223000  30.542999   22.223000  30.542999           0.0           58            0
1985-04-22   22.816000  30.902000   22.816000  30.902000           0.0           63            0
1985-04-23   23.214001  31.556999   23.214001  31.556999           0.0           55            0
1985-04-24   23.365000  32.361000   23.365000  32.361000           0.0           59            0
1985-04-25   23.364000  32.931999   23.364000  32.931999           0.0           59            0
1985-04-26   23.643000  32.916000   23.643000  32.916000           0.0           61            0
1985-04-27   24.351000  33.636002   24.351000  33.636002           0.0           54            0
1985-04-28   25.346001  34.368000   25.346001  34.368000           0.0           57            0
1985-04-29   26.271000  34.938999   26.271000  34.938999           0.0           48            0
1985-04-30   26.924000  35.761002   26.924000  35.761002           0.0           54            0
1985-05-01   29.205999  36.780998   29.205999  36.780998           0.0           52            0
1985-05-02   31.486000  37.655998   31.486000  37.655998           0.0           44            0
1985-05-03   33.527000  37.986000   33.527000  37.986000           0.0           38            0
1985-05-04   35.231998  39.116001   35.231998  39.116001           0.0           30            0
1985-05-05   36.493000  40.362000   36.493000  40.362000           0.0           32            0
1985-05-06   38.505001  41.480999   38.505001  41.480999           0.0           34            0
1985-05-07   40.972000  42.522999   40.972000  42.522999           0.0           32            0
1985-05-08   43.526001  43.848000   43.526001  43.848000           0.0           27            0
1985-05-09   46.007999  45.132999   46.007999  45.132999           0.0           24            0
1985-05-10   48.073002  45.716000   48.073002  45.716000           0.0           19            0
1985-05-11   49.379002  46.228001   49.379002  46.228001           0.0           17            0
1985-05-12   50.799000  47.104000   50.799000  47.104000           0.0           21            0
1985-05-13   51.578999  48.053001   51.578999  48.053001           0.0           26            0
1985-05-14   52.844002  49.279999   52.844002  49.279999           0.0           21            0
1985-05-15   54.841000  49.993000   54.841000  49.993000           0.0           17            0
1985-05-16   57.006001  50.601002   57.006001  50.601002           0.0           20            0
1985-05-17   58.535999  51.520000   58.535999  51.520000           0.0           24            0
1985-05-18   60.240002  52.720001   60.240002  52.720001           0.0           13            0
1985-05-19   62.221001  53.602001   62.221001  53.602001           0.0           12            0
1985-05-20   64.098999  54.390999   64.098999  54.390999           0.0           22            0
1985-05-21   66.235001  54.917000   66.235001  54.917000           0.0           15            0
1985-05-22   68.475998  56.094002   68.475998  56.094002           0.0           15            0
1985-05-23   70.796997  57.234001   70.796997  57.234001           0.0           21            0
1985-05-24   73.258003  58.244999   73.258003  58.244999           0.0           18            0
1985-05-25   75.653999  59.217999   75.653999  59.217999           0.0           16            0
1985-05-26   77.878998  60.021000   77.878998  60.021000           0.0           11            0
1985-05-27   79.906998  60.797001   79.906998  60.797001           0.0           13            0
1985-05-28   81.836998  61.432999   81.836998  61.432999           0.0           12            0
1985-05-29   83.328003  62.328999   83.328003  62.328999           0.0           21            0
1985-05-30   84.440002  62.895000   84.440002  62.895000           0.0           10            0
1985-05-31   85.524002  63.452999   85.524002  63.452999           0.0           16            0
1985-06-01   88.128998  64.153000   88.128998  64.153000           0.0            8            0
1985-06-02   90.606003  64.973999   90.606003  64.973999           0.0            8            0
1985-06-03   93.489998  65.565002   93.489998  65.565002           0.0            9            0
1985-06-04   96.230003  66.166000   96.230003  66.166000           0.0           18            0
1985-06-05   99.071999  67.127998   99.071999  67.127998           0.0            8            0
1985-06-06  101.198997  68.095001  101.198997  68.095001           0.0            7            0
1985-06-07  103.232002  68.992996  103.232002  68.992996           0.0           15            0
1985-06-08  105.983002  70.214996  105.983002  70.214996           0.0            8            0
1985-06-09  108.499001  72.014000  108.499001  72.014000           0.0            8            0
1985-06-10  110.522003  73.862999  110.522003  73.862999           0.0            5            0
1985-06-11  112.486000  75.453003  112.486000  75.453003           0.0            7            0
1985-06-12  115.096001  76.871002  115.096001  76.871002           0.0           12            0
1985-06-13  118.663002  78.252998  118.663002  78.252998           0.0            6            0
1985-06-14  121.954002  79.605003  121.954002  79.605003           0.0            4            0
1985-06-15  124.845001  80.318001  124.845001  80.318001           0.0           10            0
1985-06-16  127.073997  81.268997  127.073997  81.268997           0.0           12            0
1985-06-17  129.151001  83.922997  129.151001  83.922997           0.0            5            0
1985-06-18  132.147003  85.502998  132.147003  85.502998           0.0            6            0
1985-06-19  136.018005  87.134003  136.018005  87.134003           0.0            8            0
1985-06-20  139.856995  88.277000  139.856995  88.277000           0.0            3            0
1985-06-21  143.294998  88.884003  143.294998  88.884003           0.0            7            0
1985-06-22  145.742004  90.141998  145.742004  90.141998           0.0            4            0
1985-06-23  148.169998  91.600998  148.169998  91.600998           0.0            4            0
1985-06-24  150.000000  93.444000  150.000000  93.444000           0.0            1            0
1985-06-25  151.651001  94.083000  151.651001  94.083000           0.0            4            0
1985-06-26  153.503006  95.320999  153.503006  95.320999           0.0            4            0
1985-06-27  155.826996  97.296997  155.826996  97.296997           0.0            3            0
1985-06-28  158.899002  98.781998  158.899002  98.781998           0.0            5            0
1985-06-29  162.158997 100.397003  162.158997 100.397003           0.0            8            0
1985-06-30  165.414001 101.902000  165.414001 101.902000           0.0            9            0
1985-07-01  168.654999 103.147003  168.654999 103.147003           0.0            9            0
1985-07-02  172.125000 103.878998  172.125000 103.878998           0.0            6            0
1985-07-03  175.431000 105.353996  175.431000 105.353996           0.0            7            0
1985-07-04  178.901001 106.984001  178.901001 106.984001           0.0            8            0
1985-07-05  182.360992 108.767998  182.360992 108.767998           0.0            8            0
1985-07-06  184.423004 110.460999  184.423004 110.460999           0.0            2            0
1985-07-07  186.927994 112.834999  186.927994 112.834999           0.0            2            0
1985-07-08  190.100006 115.033997  190.100006 115.033997           0.0            5            0
1985-07-09  194.052002 116.762001  194.052002 116.762001           0.0            4            0
1985-07-10  197.962006 118.420998  197.962006 118.420998           0.0            5            0
1985-07-11  201.817001 120.004997  201.817001 120.004997           0.0            6            0
1985-07-12  205.100006 121.594002  205.100006 121.594002           0.0            5            0
1985-07-13  208.746002 123.054001  208.746002 123.054001           0.0            5            0
1985-07-14  211.901001 124.835999  211.901001 124.835999           0.0            8            0
1985-07-15  215.033005 126.205002  215.033005 126.205002           0.0            5            0
1985-07-16  218.048004 127.219002  218.048004 127.219002           0.0            2            0
1985-07-17  221.417999 127.740997  221.417999 127.740997           0.0            3            0
1985-07-18  223.994003 128.511993  223.994003 128.511993           0.0            3            0
1985-07-19  226.134995 129.326996  226.134995 129.326996           0.0            4            0
1985-07-20  228.061996 129.865997  228.061996 129.865997           0.0            1            0
1985-07-22  233.070999 131.156006  233.070999 131.156006           0.0            3            0
1985-07-23  235.927994 132.414993  235.927994 132.414993           0.0            3            0
1985-07-24  238.143005 133.899994  238.143005 133.899994           0.0            2            0
1985-07-25  240.910004 135.179993  240.910004 135.179993           0.0            3            0
1985-07-26  243.869995 136.145996  243.869995 136.145996           0.0            3            0
1985-07-27  246.839996 137.828995  246.839996 137.828995           0.0            3            0
1985-07-28  249.113998 140.102997  249.113998 140.102997           0.0            2            0
1985-07-29  250.628006 141.117996  250.628006 141.117996           0.0            5            0
1985-07-30  251.501999 140.856995  251.501999 140.856995           0.0            1            0
1985-07-31  253.166000 141.828995  253.166000 141.828995           0.0            2            0
1985-08-01  254.759003 143.151001  254.759003 143.151001           0.0            2            0
1985-08-02  255.998993 145.085999  255.998993 145.085999           0.0            2            0
1985-08-03  257.489990 145.332001  257.489990 145.332001           0.0            2            0
1985-08-06  262.720001 149.205994  262.720001 149.205994           0.0            1            0
1985-08-07  263.944000 150.919006  263.944000 150.919006           0.0            3            0
1985-08-08  263.911011 151.522003  263.911011 151.522003           0.0            4            0
1985-08-09  263.545990 154.397995  263.545990 154.397995           0.0            2            0
1985-08-11  264.752991 157.552002  264.752991 157.552002           0.0            2            0
1985-08-12  264.460999 159.222000  264.460999 159.222000           0.0            1            0
1985-08-13  264.134003 161.776001  264.134003 161.776001           0.0            1            0
1985-08-14  263.667999 163.136993  263.667999 163.136993           0.0            5            0
1985-08-15  264.295990 163.841003  264.295990 163.841003           0.0            3            0
1985-08-16  266.134003 164.167007  266.134003 164.167007           0.0            3            0
1985-08-17  267.963013 165.781998  267.963013 165.781998           0.0            1            0
1985-08-19  270.536011 169.123993  270.536011 169.123993           0.0            1            0
1985-08-21  272.080994 171.565002  272.080994 171.565002           0.0            1            0
1985-08-22  273.614014 172.925003  273.614014 172.925003           0.0            1            0
1985-08-23  275.210999 174.473007  275.210999 174.473007           0.0            1            0
1985-08-24  276.878998 176.162003  276.878998 176.162003           0.0            2            0
1985-08-25  277.752991 177.425995  277.752991 177.425995           0.0            1            0
1985-08-26  278.835999 178.735001  278.835999 178.735001           0.0            3            0
1985-08-27  280.235992 179.332993  280.235992 179.332993           0.0            1            0
1985-08-29  281.167999 182.093002  281.167999 182.093002           0.0            1            0
1985-08-30  282.984009 183.128998  282.984009 183.128998           0.0            1            0
1985-09-01  282.014008 187.585007  282.014008 187.585007           0.0            1            0
1985-09-02  280.760986 187.682007  280.760986 187.682007           0.0            1            0
1985-09-03  280.472992 189.130005  280.472992 189.130005           0.0            2            0
1985-09-04  279.959015 189.490997  279.959015 189.490997           0.0            3            0
1985-09-05  278.255005 190.373993  278.255005 190.373993           0.0            1            0
1985-09-06  276.140991 190.278000  276.140991 190.278000           0.0            1            0
1985-09-08  272.105988 187.373001  272.105988 187.373001           0.0            4            0
1985-09-09  270.730011 186.501007  270.730011 186.501007           0.0            3            0
1985-09-11  268.290985 181.304001  268.290985 181.304001           0.0            1            0
1985-09-12  265.451996 179.544998  265.451996 179.544998           0.0            1            0
1985-09-13  264.010010 178.947006  264.010010 178.947006           0.0            3            0
1985-09-14  263.635986 180.044998  263.635986 180.044998           0.0            3            0
1985-09-15  264.149994 180.582001  264.149994 180.582001           0.0            4            0
1985-09-16  263.747986 181.147995  263.747986 181.147995           0.0            1            0
1985-09-17  261.493988 182.647003  261.493988 182.647003           0.0            1            0
1985-09-18  258.897003 181.115005  258.897003 181.115005           0.0            1            0
1985-09-19  256.114014 179.550003  256.114014 179.550003           0.0            1            0
1985-09-22  251.059998 182.977005  251.059998 182.977005           0.0            2            0
1985-09-25  247.542999 186.988007  247.542999 186.988007           0.0            2            0
1985-09-26  247.287994 188.302994  247.287994 188.302994           0.0            4            0
1985-09-27  245.953995 189.003006  245.953995 189.003006           0.0            2            0
1985-09-28  245.996002 190.220993  245.996002 190.220993           0.0            2            0
1985-09-29  245.257996 191.699997  245.257996 191.699997           0.0            1            0
1985-09-30  244.966995 192.847000  244.966995 192.847000           0.0            1            0
1985-10-02  242.585007 195.134995  242.585007 195.134995           0.0            4            0
1985-10-03  241.584000 195.813995  241.584000 195.813995           0.0            5            0
1985-10-04  240.188995 197.522995  240.188995 197.522995           0.0            1            0
1985-10-05  238.483002 199.237000  238.483002 199.237000           0.0            1            0
1985-10-07  232.832993 200.324005  232.832993 200.324005           0.0            2            0
1985-10-08  231.276001 201.143005  231.276001 201.143005           0.0            3            0
1985-10-09  229.195007 200.438995  229.195007 200.438995           0.0            4            0
1985-10-10  227.479996 200.001999  227.479996 200.001999           0.0            2            0
1985-10-12  223.964996 201.417007  223.964996 201.417007           0.0            1            0
1985-10-13  222.352005 202.132004  222.352005 202.132004           0.0            3            0
1985-10-14  220.020004 201.688004  220.020004 201.688004           0.0            1            0
1985-10-15  217.772003 199.882996  217.772003 199.882996           0.0            2            0
1985-10-16  216.929001 201.009995  216.929001 201.009995           0.0            1            0
1985-10-17  216.356995 201.612000  216.356995 201.612000           0.0            1            0
1985-10-18  215.718994 202.199997  215.718994 202.199997           0.0            1            0
1985-10-19  213.912003 201.464005  213.912003 201.464005           0.0            1            0
1985-10-20  209.940994 195.445999  209.940994 195.445999           0.0            1            0
1985-10-22  205.531998 187.141006  205.531998 187.141006           0.0            2            0
1985-10-23  204.466995 186.966003  204.466995 186.966003           0.0            2            0
1985-10-24  202.350006 187.845993  202.350006 187.845993           0.0            1            0
1985-10-25  200.074997 187.406998  200.074997 187.406998           0.0            1            0
1985-10-26  196.942001 185.035004  196.942001 185.035004           0.0            1            0
1985-10-27  195.304993 184.695999  195.304993 184.695999           0.0            4            0
1985-10-28  194.580994 184.850006  194.580994 184.850006           0.0            2            0
1985-10-29  192.792007 185.888000  192.792007 185.888000           0.0            1            0
1985-10-30  191.264999 187.227005  191.264999 187.227005           0.0            1            0
1985-10-31  190.061996 187.828995  190.061996 187.828995           0.0            3            0
1985-11-03  183.181000 186.606995  183.181000 186.606995           0.0            2            0
1985-11-04  180.742004 186.179001  180.742004 186.179001           0.0            3            0
1985-11-05  179.020996 186.709000  179.020996 186.709000           0.0            2            0
1985-11-06  177.528000 187.576996  177.528000 187.576996           0.0            2            0
1985-11-07  176.078995 188.526001  176.078995 188.526001           0.0            3            0
1985-11-08  174.169006 188.856003  174.169006 188.856003           0.0            3            0
1985-11-09  170.919998 188.251999  170.919998 188.251999           0.0            3            0
1985-11-10  166.830994 184.699997  166.830994 184.699997           0.0            1            0
1985-11-11  163.320999 177.778000  163.320999 177.778000           0.0            3            0
1985-11-12  161.417007 175.776993  161.417007 175.776993           0.0            3            0
1985-11-13  160.080002 175.117996  160.080002 175.117996           0.0            3            0
1985-11-14  158.429001 173.007996  158.429001 173.007996           0.0            3            0
1985-11-15  156.731995 172.240997  156.731995 172.240997           0.0            3            0
1985-11-16  153.837997 170.026001  153.837997 170.026001           0.0            4            0
1985-11-17  151.285004 169.490997  151.285004 169.490997           0.0            4            0
1985-11-18  149.554993 168.697998  149.554993 168.697998           0.0            1            0
1985-11-19  147.625000 166.884995  147.625000 166.884995           0.0            2            0
1985-11-20  146.268997 165.802002  146.268997 165.802002           0.0            2            0
1985-11-21  145.117996 165.789993  145.117996 165.789993           0.0            3            0
1985-11-22  142.242996 162.759003  142.242996 162.759003           0.0            2            0
1985-11-23  139.416000 157.932007  139.416000 157.932007           0.0            1            0
1985-11-24  137.705002 154.332993  137.705002 154.332993           0.0            1            0
1985-11-25  136.117996 152.882004  136.117996 152.882004           0.0            3            0
1985-11-26  134.822998 152.697006  134.822998 152.697006           0.0            2            0
1985-11-27  133.533997 152.156006  133.533997 152.156006           0.0            2            0
1985-11-28  132.106003 150.550995  132.106003 150.550995           0.0            2            0
1985-11-29  130.699005 148.947998  130.699005 148.947998           0.0            2            0
1985-11-30  128.822006 148.149002  128.822006 148.149002           0.0            2            0
1985-12-01  125.925003 145.496002  125.925003 145.496002           0.0            2            0
1985-12-02  123.375999 143.397995  123.375999 143.397995           0.0            2            0
1985-12-03  122.081001 143.604996  122.081001 143.604996           0.0            2            0
1985-12-04  120.723999 143.287994  120.723999 143.287994           0.0            2            0
1985-12-05  119.928001 143.164993  119.928001 143.164993           0.0            2            0
1985-12-06  119.232002 143.169006  119.232002 143.169006           0.0            2            0
1985-12-07  118.497002 142.942993  118.497002 142.942993           0.0            2            0
1985-12-08  117.915001 142.839005  117.915001 142.839005           0.0            2            0
1985-12-09  117.374001 142.710999  117.374001 142.710999           0.0            3            0
1985-12-10  117.127998 142.567001  117.127998 142.567001           0.0            2            0
1985-12-11  116.650002 142.542999  116.650002 142.542999           0.0            2            0
1985-12-12  116.043999 142.158997  116.043999 142.158997           0.0            1            0
1985-12-13  115.611000 142.235001  115.611000 142.235001           0.0            1            0
1985-12-14  115.261002 142.311996  115.261002 142.311996           0.0            1            0
1985-12-15  115.063004 142.231995  115.063004 142.231995           0.0            1            0
1985-12-16  115.053001 142.147995  115.053001 142.147995           0.0            1            0
1985-12-17  114.904999 142.139008  114.904999 142.139008           0.0            2            0
1985-12-18  114.572998 142.250000  114.572998 142.250000           0.0            1            0
1985-12-19  114.140999 142.184998  114.140999 142.184998           0.0            1            0
1985-12-20  113.681000 141.964996  113.681000 141.964996           0.0            1            0
1985-12-21  113.044998 141.658997  113.044998 141.658997           0.0            1            0
1985-12-22  112.869003 141.503006  112.869003 141.503006           0.0            1            0
1985-12-23  112.805000 141.369003  112.805000 141.369003           0.0            1            0
1985-12-24  112.695999 141.078995  112.695999 141.078995           0.0            1            0
1985-12-25  111.981003 140.072998  111.981003 140.072998           0.0            1            0
1985-12-26  111.655998 140.095001  111.655998 140.095001           0.0            1            0
1985-12-29  110.700996 139.610992  110.700996 139.610992           0.0            3            0
1985-12-30  110.569000 139.449005  110.569000 139.449005           0.0            3            0
1985-12-31  110.245003 139.542007  110.245003 139.542007           0.0            3            0

================================================================================
ISI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01       3.977      4.219       3.977      4.219           0.0        40928            0
1985-01-02       2.282      2.099       2.282      2.099           0.0        54301            0
1985-01-03       1.851      1.683       1.851      1.683           0.0        59380            0
1985-01-04       2.112      2.575       2.112      2.575           0.0        61552            0
1985-01-05       2.269      4.392       2.269      4.392           0.0        63240            0
1985-01-06       2.328      2.942       2.328      2.942           0.0        64631            0
1985-01-07       2.253      2.774       2.253      2.774           0.0        65153            0
1985-01-08       1.909      2.508       1.909      2.508           0.0        66123            0
1985-01-09       1.848      2.289       1.848      2.289           0.0        66423            0
1985-01-10       1.809      2.093       1.809      2.093           0.0        66319            0
1985-01-11       1.591      1.517       1.591      1.517           0.0        64979            0
1985-01-12       1.496      1.305       1.496      1.305           0.0        64888            0
1985-01-13       1.673      1.604       1.673      1.604           0.0        65321            0
1985-01-14       1.945      3.723       1.945      3.723           0.0        64561            0
1985-01-15       1.851      3.623       1.851      3.623           0.0        64823            0
1985-01-16       2.016      2.372       2.016      2.372           0.0        64851            0
1985-01-17       1.903      2.381       1.903      2.381           0.0        66181            0
1985-01-18       1.941      2.587       1.941      2.587           0.0        66289            0
1985-01-19       2.164      2.955       2.164      2.955           0.0        65999            0
1985-01-20       2.017      2.422       2.017      2.422           0.0        66110            0
1985-01-21       1.756      2.025       1.756      2.025           0.0        65638            0
1985-01-22       1.726      1.805       1.726      1.805           0.0        65429            0
1985-01-23       1.891      1.902       1.891      1.902           0.0        63787            0
1985-01-24       1.974      1.752       1.974      1.752           0.0        62108            0
1985-01-25       1.808      1.688       1.808      1.688           0.0        61805            0
1985-01-26       1.804      1.729       1.804      1.729           0.0        61878            0
1985-01-27       1.888      1.909       1.888      1.909           0.0        62766            0
1985-01-28       2.207      2.672       2.207      2.672           0.0        62609            0
1985-01-29       2.277      2.754       2.277      2.754           0.0        61719            0
1985-01-30       2.160      2.419       2.160      2.419           0.0        60907            0
1985-01-31       1.921      2.353       1.921      2.353           0.0        61996            0
1985-02-01       1.631      1.766       1.631      1.766           0.0        62177            0
1985-02-02       1.594      1.577       1.594      1.577           0.0        61762            0
1985-02-03       1.615      1.535       1.615      1.535           0.0        61940            0
1985-02-04       2.015      2.773       2.015      2.773           0.0        62106            0
1985-02-05       1.961      2.705       1.961      2.705           0.0        62439            0
1985-02-06       2.179      5.047       2.179      5.047           0.0        64250            0
1985-02-07       2.226      4.216       2.226      4.216           0.0        64978            0
1985-02-08       2.244      3.009       2.244      3.009           0.0        64686            0
1985-02-09       1.984      2.520       1.984      2.520           0.0        64214            0
1985-02-10       1.875      2.315       1.875      2.315           0.0        63444            0
1985-02-11       1.906      2.438       1.906      2.438           0.0        62937            0
1985-02-12       1.911      2.238       1.911      2.238           0.0        62175            0
1985-02-13       2.004      2.105       2.004      2.105           0.0        62105            0
1985-02-14       2.162      2.123       2.162      2.123           0.0        61277            0
1985-02-15       2.064      2.324       2.064      2.324           0.0        62292            0
1985-02-16       1.892      2.074       1.892      2.074           0.0        63518            0
1985-02-17       1.840      2.239       1.840      2.239           0.0        64288            0
1985-02-18       1.830      1.962       1.830      1.962           0.0        63372            0
1985-02-19       1.854      1.772       1.854      1.772           0.0        61895            0
1985-02-20       1.926      2.334       1.926      2.334           0.0        63124            0
1985-02-21       2.007      2.688       2.007      2.688           0.0        63253            0
1985-02-22       1.776      2.085       1.776      2.085           0.0        62987            0
1985-02-23       1.725      1.809       1.725      1.809           0.0        62791            0
1985-02-24       1.706      1.847       1.706      1.847           0.0        62954            0
1985-02-25       1.865      2.370       1.865      2.370           0.0        63756            0
1985-02-26       2.037      2.584       2.037      2.584           0.0        63442            0
1985-02-27       2.013      2.341       2.013      2.341           0.0        62277            0
1985-02-28       2.113      2.564       2.113      2.564           0.0        62268            0
1985-03-01       2.133      2.592       2.133      2.592           0.0        61947            0
1985-03-02       2.324      3.604       2.324      3.604           0.0        62048            0
1985-03-03       2.100      2.739       2.100      2.739           0.0        61093            0
1985-03-04       2.685      3.607       2.685      3.607           0.0        61881            0
1985-03-05       2.274      2.790       2.274      2.790           0.0        62550            0
1985-03-06       2.279      2.741       2.279      2.741           0.0        62794            0
1985-03-07       2.073      2.492       2.073      2.492           0.0        62408            0
1985-03-08       2.042      2.276       2.042      2.276           0.0        62206            0
1985-03-09       1.976      2.083       1.976      2.083           0.0        61541            0
1985-03-10       1.988      2.005       1.988      2.005           0.0        60713            0
1985-03-11       2.222      2.164       2.222      2.164           0.0        60787            0
1985-03-12       2.437      2.250       2.437      2.250           0.0        60539            0
1985-03-13       2.055      2.157       2.055      2.157           0.0        61271            0
1985-03-14       2.157      2.132       2.157      2.132           0.0        61749            0
1985-03-15       2.117      2.161       2.117      2.161           0.0        63336            0
1985-03-16       2.238      2.590       2.238      2.590           0.0        63929            0
1985-03-17       2.417      2.501       2.417      2.501           0.0        63728            0
1985-03-18       2.708      3.373       2.708      3.373           0.0        63374            0
1985-03-19       2.514      2.713       2.514      2.713           0.0        62631            0
1985-03-20       2.175      2.363       2.175      2.363           0.0        61538            0
1985-03-21       2.169      2.420       2.169      2.420           0.0        61424            0
1985-03-22       2.167      2.299       2.167      2.299           0.0        61751            0
1985-03-23       2.236      2.295       2.236      2.295           0.0        61363            0
1985-03-24       2.246      2.258       2.246      2.258           0.0        60802            0
1985-03-25       2.548      3.360       2.548      3.360           0.0        60273            0
1985-03-26       2.822      3.950       2.822      3.950           0.0        60606            0
1985-03-27       2.762      3.766       2.762      3.766           0.0        61654            0
1985-03-28       2.646      3.985       2.646      3.985           0.0        62510            0
1985-03-29       2.254      2.833       2.254      2.833           0.0        63417            0
1985-03-30       1.935      2.039       1.935      2.039           0.0        63304            0
1985-03-31       2.107      2.236       2.107      2.236           0.0        62262            0
1985-04-01       2.369      2.771       2.369      2.771           0.0        61734            0
1985-04-02       2.646      3.384       2.646      3.384           0.0        61892            0
1985-04-03       2.480      3.150       2.480      3.150           0.0        61065            0
1985-04-04       2.282      2.880       2.282      2.880           0.0        60200            0
1985-04-05       2.168      2.802       2.168      2.802           0.0        59087            0
1985-04-06       2.300      2.753       2.300      2.753           0.0        59450            0
1985-04-07       2.323      2.498       2.323      2.498           0.0        59884            0
1985-04-08       2.447      2.295       2.447      2.295           0.0        59995            0
1985-04-09       2.551      2.670       2.551      2.670           0.0        60824            0
1985-04-10       2.709      2.766       2.709      2.766           0.0        60511            0
1985-04-11       2.548      2.859       2.548      2.859           0.0        59740            0
1985-04-12       2.480      2.885       2.480      2.885           0.0        58979            0
1985-04-13       2.519      3.019       2.519      3.019           0.0        59728            0
1985-04-14       2.732      3.046       2.732      3.046           0.0        60277            0
1985-04-15       2.679      3.043       2.679      3.043           0.0        60499            0
1985-04-16       2.842      3.633       2.842      3.633           0.0        60237            0
1985-04-17       3.156      4.261       3.156      4.261           0.0        60536            0
1985-04-18       3.029      3.655       3.029      3.655           0.0        60752            0
1985-04-19       2.760      3.813       2.760      3.813           0.0        61685            0
1985-04-20       2.419      3.166       2.419      3.166           0.0        62073            0
1985-04-21       2.286      3.232       2.286      3.232           0.0        62388            0
1985-04-22       2.288      2.477       2.288      2.477           0.0        61813            0
1985-04-23       2.490      2.571       2.490      2.571           0.0        62195            0
1985-04-24       2.409      2.708       2.409      2.708           0.0        63361            0
1985-04-25       2.333      3.038       2.333      3.038           0.0        64738            0
1985-04-26       2.493      3.177       2.493      3.177           0.0        64874            0
1985-04-27       2.412      2.845       2.412      2.845           0.0        64131            0
1985-04-28       2.230      2.620       2.230      2.620           0.0        63522            0
1985-04-29       2.162      2.606       2.162      2.606           0.0        62594            0
1985-04-30       2.311      2.739       2.311      2.739           0.0        62730            0
1985-05-01       2.632      2.910       2.632      2.910           0.0        62086            0
1985-05-02       2.935      3.434       2.935      3.434           0.0        61216            0
1985-05-03       3.076      3.849       3.076      3.849           0.0        61368            0
1985-05-04       3.068      4.148       3.068      4.148           0.0        61502            0
1985-05-05       2.826      3.728       2.826      3.728           0.0        63030            0
1985-05-06       2.814      3.331       2.814      3.331           0.0        62729            0
1985-05-07       2.791      3.235       2.791      3.235           0.0        62370            0
1985-05-08       2.909      3.697       2.909      3.697           0.0        61176            0
1985-05-09       2.965      3.659       2.965      3.659           0.0        61436            0
1985-05-10       2.800      3.408       2.800      3.408           0.0        61751            0
1985-05-11       2.570      3.446       2.570      3.446           0.0        62106            0
1985-05-12       2.446      2.749       2.446      2.749           0.0        62573            0
1985-05-13       2.538      2.712       2.538      2.712           0.0        63377            0
1985-05-14       2.667      3.046       2.667      3.046           0.0        63541            0
1985-05-15       2.798      3.297       2.798      3.297           0.0        62540            0
1985-05-16       2.768      3.204       2.768      3.204           0.0        61559            0
1985-05-17       2.704      3.032       2.704      3.032           0.0        62376            0
1985-05-18       2.673      3.318       2.673      3.318           0.0        63170            0
1985-05-19       2.710      3.446       2.710      3.446           0.0        63285            0
1985-05-20       2.359      3.088       2.359      3.088           0.0        64894            0
1985-05-21       2.173      2.873       2.173      2.873           0.0        65780            0
1985-05-22       2.175      2.742       2.175      2.742           0.0        66095            0
1985-05-23       2.204      2.737       2.204      2.737           0.0        66296            0
1985-05-24       2.173      2.748       2.173      2.748           0.0        66467            0
1985-05-25       2.164      2.907       2.164      2.907           0.0        65882            0
1985-05-26       2.189      3.042       2.189      3.042           0.0        65921            0
1985-05-27       2.017      2.867       2.017      2.867           0.0        66500            0
1985-05-28       2.054      3.314       2.054      3.314           0.0        66912            0
1985-05-29       2.034      3.402       2.034      3.402           0.0        67289            0
1985-05-30       2.198      3.657       2.198      3.657           0.0        66219            0
1985-05-31       2.133      2.989       2.133      2.989           0.0        65783            0
1985-06-01       2.282      3.161       2.282      3.161           0.0        65709            0
1985-06-02       2.331      2.793       2.331      2.793           0.0        65283            0
1985-06-03       2.489      2.794       2.489      2.794           0.0        65059            0
1985-06-04       2.423      2.660       2.423      2.660           0.0        64553            0
1985-06-05       2.356      2.636       2.356      2.636           0.0        64621            0
1985-06-06       2.411      3.020       2.411      3.020           0.0        65118            0
1985-06-07       2.624      3.594       2.624      3.594           0.0        65050            0
1985-06-08       2.771      4.369       2.771      4.369           0.0        64049            0
1985-06-09       2.814      4.029       2.814      4.029           0.0        64726            0
1985-06-10       2.597      3.299       2.597      3.299           0.0        66044            0
1985-06-11       2.636      3.333       2.636      3.333           0.0        66259            0
1985-06-12       2.664      3.400       2.664      3.400           0.0        65885            0
1985-06-13       2.682      3.493       2.682      3.493           0.0        64830            0
1985-06-14       2.583      3.474       2.583      3.474           0.0        64952            0
1985-06-15       2.539      3.362       2.539      3.362           0.0        64382            0
1985-06-16       2.885      3.985       2.885      3.985           0.0        64480            0
1985-06-17       2.984      4.982       2.984      4.982           0.0        64615            0
1985-06-18       3.028      4.153       3.028      4.153           0.0        64138            0
1985-06-19       3.123      3.729       3.123      3.729           0.0        62782            0
1985-06-20       3.260      4.731       3.260      4.731           0.0        62532            0
1985-06-21       3.158      4.455       3.158      4.455           0.0        62043            0
1985-06-22       3.227      4.230       3.227      4.230           0.0        61530            0
1985-06-23       3.517      4.539       3.517      4.539           0.0        62319            0
1985-06-24       3.328      4.594       3.328      4.594           0.0        63219            0
1985-06-25       2.903      3.918       2.903      3.918           0.0        63660            0
1985-06-26       2.667      3.262       2.667      3.262           0.0        64233            0
1985-06-27       2.767      3.514       2.767      3.514           0.0        65636            0
1985-06-28       2.869      3.871       2.869      3.871           0.0        65333            0
1985-06-29       3.153      4.349       3.153      4.349           0.0        65871            0
1985-06-30       2.973      4.066       2.973      4.066           0.0        66275            0
1985-07-01       2.851      3.903       2.851      3.903           0.0        66548            0
1985-07-02       2.853      3.900       2.853      3.900           0.0        66717            0
1985-07-03       2.957      4.287       2.957      4.287           0.0        66425            0
1985-07-04       3.165      4.493       3.165      4.493           0.0        67237            0
1985-07-05       2.957      4.440       2.957      4.440           0.0        66905            0
1985-07-06       2.878      4.606       2.878      4.606           0.0        67188            0
1985-07-07       2.831      4.402       2.831      4.402           0.0        68329            0
1985-07-08       2.779      4.378       2.779      4.378           0.0        68412            0
1985-07-09       2.722      3.959       2.722      3.959           0.0        67717            0
1985-07-10       2.539      3.683       2.539      3.683           0.0        67120            0
1985-07-11       2.609      3.810       2.609      3.810           0.0        65628            0
1985-07-12       2.642      4.005       2.642      4.005           0.0        65374            0
1985-07-13       2.706      4.116       2.706      4.116           0.0        65174            0
1985-07-14       2.440      3.477       2.440      3.477           0.0        65914            0
1985-07-15       2.411      3.216       2.411      3.216           0.0        65500            0
1985-07-16       2.377      3.283       2.377      3.283           0.0        65238            0
1985-07-17       2.433      3.168       2.433      3.168           0.0        64801            0
1985-07-18       2.460      3.009       2.460      3.009           0.0        63665            0
1985-07-19       2.347      2.807       2.347      2.807           0.0        63832            0
1985-07-20       2.519      3.173       2.519      3.173           0.0        64605            0
1985-07-21       2.478      3.300       2.478      3.300           0.0        65386            0
1985-07-22       2.498      3.871       2.498      3.871           0.0        65365            0
1985-07-23       2.545      3.768       2.545      3.768           0.0        64371            0
1985-07-24       2.444      3.106       2.444      3.106           0.0        64285            0
1985-07-25       2.534      3.081       2.534      3.081           0.0        64072            0
1985-07-26       2.603      3.350       2.603      3.350           0.0        63481            0
1985-07-27       2.642      3.513       2.642      3.513           0.0        63318            0
1985-07-28       2.652      3.370       2.652      3.370           0.0        64609            0
1985-07-29       2.679      3.262       2.679      3.262           0.0        65207            0
1985-07-30       2.699      3.340       2.699      3.340           0.0        65910            0
1985-07-31       2.675      3.314       2.675      3.314           0.0        66653            0
1985-08-01       2.811      3.635       2.811      3.635           0.0        66788            0
1985-08-02       2.706      3.213       2.706      3.213           0.0        66070            0
1985-08-03       2.585      3.126       2.585      3.126           0.0        65636            0
1985-08-04       2.510      3.016       2.510      3.016           0.0        65171            0
1985-08-05       2.524      3.220       2.524      3.220           0.0        65600            0
1985-08-06       2.653      3.174       2.653      3.174           0.0        65616            0
1985-08-07       2.832      3.747       2.832      3.747           0.0        65501            0
1985-08-08       3.128      4.607       3.128      4.607           0.0        65482            0
1985-08-09       2.997      4.106       2.997      4.106           0.0        65414            0
1985-08-10       2.848      3.798       2.848      3.798           0.0        65445            0
1985-08-11       2.878      4.439       2.878      4.439           0.0        65226            0
1985-08-12       2.679      3.684       2.679      3.684           0.0        65830            0
1985-08-13       2.578      3.321       2.578      3.321           0.0        66433            0
1985-08-14       2.496      3.096       2.496      3.096           0.0        66590            0
1985-08-15       2.742      3.471       2.742      3.471           0.0        66254            0
1985-08-16       2.884      3.838       2.884      3.838           0.0        65178            0
1985-08-17       2.752      3.390       2.752      3.390           0.0        65071            0
1985-08-18       2.691      3.244       2.691      3.244           0.0        65215            0
1985-08-19       2.805      3.395       2.805      3.395           0.0        65041            0
1985-08-20       2.689      3.453       2.689      3.453           0.0        65558            0
1985-08-21       2.560      3.561       2.560      3.561           0.0        66124            0
1985-08-22       2.471      3.108       2.471      3.108           0.0        64207            0
1985-08-23       2.407      2.944       2.407      2.944           0.0        63602            0
1985-08-24       2.373      2.998       2.373      2.998           0.0        63620            0
1985-08-25       2.563      3.539       2.563      3.539           0.0        65119            0
1985-08-26       2.606      3.646       2.606      3.646           0.0        65109            0
1985-08-27       2.691      3.630       2.691      3.630           0.0        65598            0
1985-08-28       2.712      3.397       2.712      3.397           0.0        66094            0
1985-08-29       2.784      3.464       2.784      3.464           0.0        66170            0
1985-08-30       2.676      3.804       2.676      3.804           0.0        65157            0
1985-08-31       2.778      4.281       2.778      4.281           0.0        66191            0
1985-09-01       2.619      3.723       2.619      3.723           0.0        66874            0
1985-09-02       2.419      3.406       2.419      3.406           0.0        67354            0
1985-09-03       2.405      3.021       2.405      3.021           0.0        67383            0
1985-09-04       2.250      2.602       2.250      2.602           0.0        67503            0
1985-09-05       2.360      3.320       2.360      3.320           0.0        67268            0
1985-09-06       2.417      3.312       2.417      3.312           0.0        67676            0
1985-09-07       2.405      3.218       2.405      3.218           0.0        67997            0
1985-09-08       2.499      2.916       2.499      2.916           0.0        67543            0
1985-09-09       2.562      2.984       2.562      2.984           0.0        66118            0
1985-09-10       2.408      2.564       2.408      2.564           0.0        64834            0
1985-09-11       2.297      2.217       2.297      2.217           0.0        64824            0
1985-09-12       2.368      2.363       2.368      2.363           0.0        65814            0
1985-09-13       2.670      2.703       2.670      2.703           0.0        66070            0
1985-09-14       2.710      2.888       2.710      2.888           0.0        65139            0
1985-09-15       2.636      2.903       2.636      2.903           0.0        65377            0
1985-09-16       2.986      3.441       2.986      3.441           0.0        64169            0
1985-09-17       3.085      4.086       3.085      4.086           0.0        65824            0
1985-09-18       2.766      3.285       2.766      3.285           0.0        66170            0
1985-09-19       2.730      3.112       2.730      3.112           0.0        65888            0
1985-09-20       2.425      2.629       2.425      2.629           0.0        66622            0
1985-09-21       2.269      2.592       2.269      2.592           0.0        67516            0
1985-09-22       2.334      2.821       2.334      2.821           0.0        67465            0
1985-09-23       2.511      3.082       2.511      3.082           0.0        66580            0
1985-09-24       2.279      2.605       2.279      2.605           0.0        65637            0
1985-09-25       2.202      2.498       2.202      2.498           0.0        66091            0
1985-09-26       2.119      2.369       2.119      2.369           0.0        66398            0
1985-09-27       2.159      2.770       2.159      2.770           0.0        66412            0
1985-09-28       2.116      2.663       2.116      2.663           0.0        67227            0
1985-09-29       2.064      2.297       2.064      2.297           0.0        67749            0
1985-09-30       2.238      2.808       2.238      2.808           0.0        67634            0
1985-10-01       2.432      2.780       2.432      2.780           0.0        66444            0
1985-10-02       2.687      3.320       2.687      3.320           0.0        64829            0
1985-10-03       2.294      2.981       2.294      2.981           0.0        64447            0
1985-10-04       2.255      2.859       2.255      2.859           0.0        64900            0
1985-10-05       2.297      2.673       2.297      2.673           0.0        65204            0
1985-10-06       2.256      2.991       2.256      2.991           0.0        67011            0
1985-10-07       2.392      3.612       2.392      3.612           0.0        68657            0
1985-10-08       2.444      3.049       2.444      3.049           0.0        67962            0
1985-10-09       2.361      2.951       2.361      2.951           0.0        67113            0
1985-10-10       2.265      2.444       2.265      2.444           0.0        66992            0
1985-10-11       2.177      2.148       2.177      2.148           0.0        66647            0
1985-10-12       2.346      2.562       2.346      2.562           0.0        66570            0
1985-10-13       2.251      2.649       2.251      2.649           0.0        66306            0
1985-10-14       2.024      2.438       2.024      2.438           0.0        66493            0
1985-10-15       2.201      2.627       2.201      2.627           0.0        66255            0
1985-10-16       2.324      2.585       2.324      2.585           0.0        66554            0
1985-10-17       2.452      2.469       2.452      2.469           0.0        65443            0
1985-10-18       2.818      3.181       2.818      3.181           0.0        65594            0
1985-10-19       2.658      3.133       2.658      3.133           0.0        64410            0
1985-10-20       2.478      2.832       2.478      2.832           0.0        64231            0
1985-10-21       2.674      3.115       2.674      3.115           0.0        64848            0
1985-10-22       2.656      3.064       2.656      3.064           0.0        65074            0
1985-10-23       2.387      2.930       2.387      2.930           0.0        65474            0
1985-10-24       2.239      2.539       2.239      2.539           0.0        66601            0
1985-10-25       2.287      2.734       2.287      2.734           0.0        67868            0
1985-10-26       2.595      3.262       2.595      3.262           0.0        68219            0
1985-10-27       2.597      3.113       2.597      3.113           0.0        68135            0
1985-10-28       2.680      3.136       2.680      3.136           0.0        66774            0
1985-10-29       2.406      2.970       2.406      2.970           0.0        66713            0
1985-10-30       2.344      2.931       2.344      2.931           0.0        66651            0
1985-10-31       2.355      2.933       2.355      2.933           0.0        65990            0
1985-11-01       2.332      3.189       2.332      3.189           0.0        65836            0
1985-11-02       2.232      2.739       2.232      2.739           0.0        66194            0
1985-11-03       2.339      2.683       2.339      2.683           0.0        65512            0
1985-11-04       2.659      3.386       2.659      3.386           0.0        65764            0
1985-11-05       2.745      3.365       2.745      3.365           0.0        65972            0
1985-11-06       2.123      2.568       2.123      2.568           0.0        65758            0
1985-11-07       2.117      2.498       2.117      2.498           0.0        66055            0
1985-11-08       2.386      2.954       2.386      2.954           0.0        66065            0
1985-11-09       2.457      3.605       2.457      3.605           0.0        67373            0
1985-11-10       2.428      3.249       2.428      3.249           0.0        68845            0
1985-11-11       2.154      2.926       2.154      2.926           0.0        69907            0
1985-11-12       1.724      2.249       1.724      2.249           0.0        69833            0
1985-11-13       1.627      2.071       1.627      2.071           0.0        69512            0
1985-11-14       1.731      2.218       1.731      2.218           0.0        69147            0
1985-11-15       1.916      2.462       1.916      2.462           0.0        68301            0
1985-11-16       2.276      2.875       2.276      2.875           0.0        68208            0
1985-11-17       1.888      2.192       1.888      2.192           0.0        68699            0
1985-11-18       1.719      2.134       1.719      2.134           0.0        68322            0
1985-11-19       1.599      1.845       1.599      1.845           0.0        68482            0
1985-11-20       1.610      1.989       1.610      1.989           0.0        67567            0
1985-11-21       1.666      2.229       1.666      2.229           0.0        66887            0
1985-11-22       1.751      2.526       1.751      2.526           0.0        66588            0
1985-11-23       1.899      2.591       1.899      2.591           0.0        66197            0
1985-11-24       2.101      4.838       2.101      4.838           0.0        65078            0
1985-11-25       2.446      7.251       2.446      7.251           0.0        65475            0
1985-11-26       2.227      3.055       2.227      3.055           0.0        67121            0
1985-11-27       2.210      3.016       2.210      3.016           0.0        67191            0
1985-11-28       2.016      2.330       2.016      2.330           0.0        67466            0
1985-11-29       2.140      2.723       2.140      2.723           0.0        66551            0
1985-11-30       2.454      3.257       2.454      3.257           0.0        65390            0
1985-12-01       2.879      3.836       2.879      3.836           0.0        65623            0
1985-12-02       2.262      2.823       2.262      2.823           0.0        65576            0
1985-12-03       2.217      2.907       2.217      2.907           0.0        64479            0
1985-12-04       2.319      3.409       2.319      3.409           0.0        64773            0
1985-12-05       2.303      3.183       2.303      3.183           0.0        63698            0
1985-12-06       1.830      1.936       1.830      1.936           0.0        62912            0
1985-12-07       1.897      2.242       1.897      2.242           0.0        62876            0
1985-12-08       1.870      1.938       1.870      1.938           0.0        63816            0
1985-12-09       2.303      2.978       2.303      2.978           0.0        63859            0
1985-12-10       2.241      2.769       2.241      2.769           0.0        63257            0
1985-12-11       1.978      2.207       1.978      2.207           0.0        63264            0
1985-12-12       1.593      1.634       1.593      1.634           0.0        63895            0
1985-12-13       1.312      1.195       1.312      1.195           0.0        64297            0
1985-12-14       1.495      1.498       1.495      1.498           0.0        63994            0
1985-12-15       1.696      1.729       1.696      1.729           0.0        64135            0
1985-12-16       2.283      4.092       2.283      4.092           0.0        63436            0
1985-12-17       2.545      7.221       2.545      7.221           0.0        63522            0
1985-12-18       1.855      2.048       1.855      2.048           0.0        63338            0
1985-12-19       1.875      2.073       1.875      2.073           0.0        63988            0
1985-12-20       2.073      2.897       2.073      2.897           0.0        64334            0
1985-12-21       1.725      1.911       1.725      1.911           0.0        64406            0
1985-12-22       1.732      1.906       1.732      1.906           0.0        65286            0
1985-12-23       2.068      2.251       2.068      2.251           0.0        64717            0
1985-12-24       1.888      1.972       1.888      1.972           0.0        64223            0
1985-12-25       1.678      1.728       1.678      1.728           0.0        66165            0
1985-12-26       2.085      2.615       2.085      2.615           0.0        67310            0
1985-12-27       2.118      3.160       2.118      3.160           0.0        68639            0
1985-12-28       1.769      2.058       1.769      2.058           0.0        68284            0
1985-12-29       1.568      1.583       1.568      1.583           0.0        67315            0
1985-12-30       1.640      1.717       1.640      1.717           0.0        66604            0
1985-12-31       1.656      1.763       1.656      1.763           0.0        65520            0

================================================================================
BUI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01    5.147000   1.503000    5.147000   1.503000           0.0         4494            0
1985-01-02    4.636000   2.008000    4.636000   2.008000           0.0         4244            0
1985-01-03    4.292000   2.286000    4.292000   2.286000           0.0         3388            0
1985-01-04    3.967000   2.436000    3.967000   2.436000           0.0         2669            0
1985-01-05    3.731000   2.575000    3.731000   2.575000           0.0         2171            0
1985-01-06    3.442000   2.668000    3.442000   2.668000           0.0         1576            0
1985-01-07    3.218000   2.637000    3.218000   2.637000           0.0         1171            0
1985-01-08    3.010000   2.567000    3.010000   2.567000           0.0         1114            0
1985-01-09    2.835000   2.518000    2.835000   2.518000           0.0         1045            0
1985-01-10    2.713000   2.527000    2.713000   2.527000           0.0          829            0
1985-01-11    2.664000   2.550000    2.664000   2.550000           0.0          737            0
1985-01-12    2.605000   2.547000    2.605000   2.547000           0.0          728            0
1985-01-13    2.516000   2.556000    2.516000   2.556000           0.0          675            0
1985-01-14    2.489000   2.514000    2.489000   2.514000           0.0          644            0
1985-01-15    2.428000   2.490000    2.428000   2.490000           0.0          623            0
1985-01-16    2.378000   2.512000    2.378000   2.512000           0.0          566            0
1985-01-17    2.256000   2.551000    2.256000   2.551000           0.0          483            0
1985-01-18    2.265000   2.584000    2.265000   2.584000           0.0          432            0
1985-01-19    2.225000   2.587000    2.225000   2.587000           0.0          406            0
1985-01-20    2.170000   2.612000    2.170000   2.612000           0.0          380            0
1985-01-21    2.181000   2.657000    2.181000   2.657000           0.0          351            0
1985-01-22    2.155000   2.700000    2.155000   2.700000           0.0          347            0
1985-01-23    2.157000   2.722000    2.157000   2.722000           0.0          333            0
1985-01-24    2.177000   2.756000    2.177000   2.756000           0.0          325            0
1985-01-25    2.180000   2.827000    2.180000   2.827000           0.0          311            0
1985-01-26    2.191000   2.861000    2.191000   2.861000           0.0          305            0
1985-01-27    2.166000   2.827000    2.166000   2.827000           0.0          270            0
1985-01-28    2.134000   2.744000    2.134000   2.744000           0.0          250            0
1985-01-29    2.141000   2.770000    2.141000   2.770000           0.0          229            0
1985-01-30    2.174000   2.824000    2.174000   2.824000           0.0          219            0
1985-01-31    2.151000   2.856000    2.151000   2.856000           0.0          203            0
1985-02-01    2.122000   2.893000    2.122000   2.893000           0.0          190            0
1985-02-02    2.113000   2.898000    2.113000   2.898000           0.0          200            0
1985-02-03    2.096000   2.899000    2.096000   2.899000           0.0          195            0
1985-02-04    2.089000   2.936000    2.089000   2.936000           0.0          180            0
1985-02-05    2.049000   3.007000    2.049000   3.007000           0.0          174            0
1985-02-06    1.982000   3.042000    1.982000   3.042000           0.0          147            0
1985-02-07    1.869000   2.793000    1.869000   2.793000           0.0          136            0
1985-02-08    1.774000   2.497000    1.774000   2.497000           0.0          136            0
1985-02-09    1.773000   2.551000    1.773000   2.551000           0.0          139            0
1985-02-10    1.732000   2.569000    1.732000   2.569000           0.0          139            0
1985-02-11    1.680000   2.552000    1.680000   2.552000           0.0          135            0
1985-02-12    1.686000   2.608000    1.686000   2.608000           0.0          130            0
1985-02-13    1.698000   2.680000    1.698000   2.680000           0.0          128            0
1985-02-14    1.752000   2.772000    1.752000   2.772000           0.0          128            0
1985-02-15    1.810000   2.904000    1.810000   2.904000           0.0          128            0
1985-02-16    1.833000   3.056000    1.833000   3.056000           0.0          133            0
1985-02-17    1.881000   3.208000    1.881000   3.208000           0.0          132            0
1985-02-18    1.926000   3.341000    1.926000   3.341000           0.0          129            0
1985-02-19    2.016000   3.505000    2.016000   3.505000           0.0          127            0
1985-02-20    2.011000   3.488000    2.011000   3.488000           0.0          124            0
1985-02-21    2.000000   3.564000    2.000000   3.564000           0.0          122            0
1985-02-22    1.997000   3.610000    1.997000   3.610000           0.0          121            0
1985-02-23    2.038000   3.710000    2.038000   3.710000           0.0          125            0
1985-02-24    2.094000   3.890000    2.094000   3.890000           0.0          123            0
1985-02-25    2.172000   4.068000    2.172000   4.068000           0.0          119            0
1985-02-26    2.201000   4.170000    2.201000   4.170000           0.0          105            0
1985-02-27    2.303000   4.370000    2.303000   4.370000           0.0          103            0
1985-02-28    2.436000   4.589000    2.436000   4.589000           0.0          100            0
1985-03-01    2.566000   4.848000    2.566000   4.848000           0.0          100            0
1985-03-02    2.595000   4.842000    2.595000   4.842000           0.0           93            0
1985-03-03    2.563000   4.931000    2.563000   4.931000           0.0           92            0
1985-03-04    2.519000   5.007000    2.519000   5.007000           0.0           92            0
1985-03-05    2.443000   4.868000    2.443000   4.868000           0.0           95            0
1985-03-06    2.410000   4.806000    2.410000   4.806000           0.0           91            0
1985-03-07    2.429000   4.891000    2.429000   4.891000           0.0           88            0
1985-03-08    2.435000   4.991000    2.435000   4.991000           0.0           76            0
1985-03-09    2.523000   5.114000    2.523000   5.114000           0.0           61            0
1985-03-10    2.621000   5.217000    2.621000   5.217000           0.0           60            0
1985-03-11    2.727000   5.415000    2.727000   5.415000           0.0           59            0
1985-03-12    2.700000   5.265000    2.700000   5.265000           0.0           52            0
1985-03-13    2.761000   5.447000    2.761000   5.447000           0.0           48            0
1985-03-14    2.911000   5.708000    2.911000   5.708000           0.0           39            0
1985-03-15    2.918000   5.727000    2.918000   5.727000           0.0           40            0
1985-03-16    2.973000   5.878000    2.973000   5.878000           0.0           33            0
1985-03-17    3.078000   6.157000    3.078000   6.157000           0.0           34            0
1985-03-18    3.185000   6.308000    3.185000   6.308000           0.0           32            0
1985-03-19    3.322000   6.390000    3.322000   6.390000           0.0           28            0
1985-03-20    3.376000   6.567000    3.376000   6.567000           0.0           28            0
1985-03-21    3.387000   6.737000    3.387000   6.737000           0.0           25            0
1985-03-22    3.130000   6.241000    3.130000   6.241000           0.0           28            0
1985-03-23    3.026000   6.279000    3.026000   6.279000           0.0           24            0
1985-03-24    3.049000   6.535000    3.049000   6.535000           0.0           26            0
1985-03-25    3.126000   6.882000    3.126000   6.882000           0.0           23            0
1985-03-26    3.125000   7.113000    3.125000   7.113000           0.0           23            0
1985-03-27    3.010000   7.060000    3.010000   7.060000           0.0           25            0
1985-03-28    2.911000   6.956000    2.911000   6.956000           0.0           25            0
1985-03-29    2.761000   6.734000    2.761000   6.734000           0.0           23            0
1985-03-30    2.529000   6.192000    2.529000   6.192000           0.0           26            0
1985-03-31    2.464000   6.201000    2.464000   6.201000           0.0           29            0
1985-04-01    2.762000   6.522000    2.762000   6.522000           0.0           26            0
1985-04-02    3.142000   7.141000    3.142000   7.141000           0.0           28            0
1985-04-03    3.489000   7.811000    3.489000   7.811000           0.0           25            0
1985-04-04    3.710000   8.149000    3.710000   8.149000           0.0           22            0
1985-04-05    3.854000   8.468000    3.854000   8.468000           0.0           24            0
1985-04-06    4.024000   8.785000    4.024000   8.785000           0.0           22            0
1985-04-07    4.362000   9.360000    4.362000   9.360000           0.0           20            0
1985-04-08    4.654000  10.022000    4.654000  10.022000           0.0           19            0
1985-04-09    4.930000  10.749000    4.930000  10.749000           0.0           22            0
1985-04-10    5.234000  11.499000    5.234000  11.499000           0.0           20            0
1985-04-11    5.494000  12.285000    5.494000  12.285000           0.0           20            0
1985-04-12    5.833000  13.124000    5.833000  13.124000           0.0           22            0
1985-04-13    6.126000  13.910000    6.126000  13.910000           0.0           21            0
1985-04-14    6.464000  14.816000    6.464000  14.816000           0.0           20            0
1985-04-15    6.830000  15.737000    6.830000  15.737000           0.0           19            0
1985-04-16    7.118000  16.400000    7.118000  16.400000           0.0           24            0
1985-04-17    7.441000  16.816999    7.441000  16.816999           0.0           19            0
1985-04-18    7.675000  16.620001    7.675000  16.620001           0.0           20            0
1985-04-19    7.512000  16.146999    7.512000  16.146999           0.0           19            0
1985-04-20    7.226000  15.889000    7.226000  15.889000           0.0           18            0
1985-04-21    7.171000  15.679000    7.171000  15.679000           0.0           19            0
1985-04-22    7.130000  15.355000    7.130000  15.355000           0.0           18            0
1985-04-23    7.205000  15.616000    7.205000  15.616000           0.0           17            0
1985-04-24    7.149000  15.809000    7.149000  15.809000           0.0           19            0
1985-04-25    7.046000  15.659000    7.046000  15.659000           0.0           17            0
1985-04-26    6.860000  15.067000    6.860000  15.067000           0.0           17            0
1985-04-27    6.956000  15.244000    6.956000  15.244000           0.0           16            0
1985-04-28    7.311000  15.711000    7.311000  15.711000           0.0           15            0
1985-04-29    7.669000  16.256001    7.669000  16.256001           0.0           13            0
1985-04-30    8.025000  17.070999    8.025000  17.070999           0.0           13            0
1985-05-01    8.610000  18.017000    8.610000  18.017000           0.0           15            0
1985-05-02    9.215000  18.806000    9.215000  18.806000           0.0           15            0
1985-05-03    9.589000  19.361000    9.589000  19.361000           0.0           14            0
1985-05-04    9.815000  20.101999    9.815000  20.101999           0.0           13            0
1985-05-05    9.845000  20.643999    9.845000  20.643999           0.0           14            0
1985-05-06   10.217000  21.372000   10.217000  21.372000           0.0           13            0
1985-05-07   10.788000  22.257999   10.788000  22.257999           0.0           11            0
1985-05-08   11.392000  23.271999   11.392000  23.271999           0.0           13            0
1985-05-09   11.847000  23.264000   11.847000  23.264000           0.0           10            0
1985-05-10   11.597000  21.212999   11.597000  21.212999           0.0           10            0
1985-05-11   11.193000  20.187000   11.193000  20.187000           0.0           10            0
1985-05-12   11.017000  20.183001   11.017000  20.183001           0.0            9            0
1985-05-13   10.857000  20.268000   10.857000  20.268000           0.0            8            0
1985-05-14   10.968000  20.474001   10.968000  20.474001           0.0            9            0
1985-05-15   11.298000  20.985001   11.298000  20.985001           0.0           10            0
1985-05-16   11.680000  21.525000   11.680000  21.525000           0.0           10            0
1985-05-17   11.981000  22.181000   11.981000  22.181000           0.0            8            0
1985-05-18   12.401000  23.100000   12.401000  23.100000           0.0            8            0
1985-05-19   12.917000  24.049999   12.917000  24.049999           0.0            8            0
1985-05-20   13.159000  24.615000   13.159000  24.615000           0.0            7            0
1985-05-21   13.450000  25.246000   13.450000  25.246000           0.0            9            0
1985-05-22   13.952000  26.198000   13.952000  26.198000           0.0            7            0
1985-05-23   14.506000  27.136999   14.506000  27.136999           0.0            7            0
1985-05-24   14.863000  27.653999   14.863000  27.653999           0.0            8            0
1985-05-25   15.064000  27.966999   15.064000  27.966999           0.0            6            0
1985-05-26   15.190000  28.094000   15.190000  28.094000           0.0            6            0
1985-05-27   15.188000  28.287001   15.188000  28.287001           0.0            4            0
1985-05-28   15.028000  28.146999   15.028000  28.146999           0.0            4            0
1985-05-29   14.687000  27.487000   14.687000  27.487000           0.0            7            0
1985-05-30   14.339000  27.502001   14.339000  27.502001           0.0            5            0
1985-05-31   13.966000  27.047001   13.966000  27.047001           0.0            6            0
1985-06-01   13.917000  27.181000   13.917000  27.181000           0.0            5            0
1985-06-02   14.066000  26.794001   14.066000  26.794001           0.0            6            0
1985-06-03   14.400000  26.174999   14.400000  26.174999           0.0            5            0
1985-06-04   14.827000  26.652000   14.827000  26.652000           0.0            5            0
1985-06-05   15.211000  27.136000   15.211000  27.136000           0.0            4            0
1985-06-06   15.261000  27.537001   15.261000  27.537001           0.0            4            0
1985-06-07   15.502000  28.006001   15.502000  28.006001           0.0            5            0
1985-06-08   15.962000  28.857000   15.962000  28.857000           0.0            5            0
1985-06-09   16.264999  29.704000   16.264999  29.704000           0.0            5            0
1985-06-10   16.468000  30.445000   16.468000  30.445000           0.0            7            0
1985-06-11   16.636999  31.204000   16.636999  31.204000           0.0            4            0
1985-06-12   17.010000  32.191002   17.010000  32.191002           0.0            4            0
1985-06-13   17.659000  33.203999   17.659000  33.203999           0.0            5            0
1985-06-14   18.164000  34.118000   18.164000  34.118000           0.0            4            0
1985-06-15   18.483999  34.662998   18.483999  34.662998           0.0            5            0
1985-06-16   18.749001  35.484001   18.749001  35.484001           0.0            4            0
1985-06-17   19.238001  36.723000   19.238001  36.723000           0.0            4            0
1985-06-18   19.754000  37.869999   19.754000  37.869999           0.0            5            0
1985-06-19   20.643999  39.205002   20.643999  39.205002           0.0            4            0
1985-06-20   21.284000  40.141998   21.284000  40.141998           0.0            4            0
1985-06-21   21.542000  40.597000   21.542000  40.597000           0.0            5            0
1985-06-22   21.580999  41.463001   21.580999  41.463001           0.0            5            0
1985-06-23   21.938000  42.563999   21.938000  42.563999           0.0            6            0
1985-06-24   21.983999  41.779999   21.983999  41.779999           0.0            5            0
1985-06-25   21.365000  39.495998   21.365000  39.495998           0.0            4            0
1985-06-26   21.434999  39.498001   21.434999  39.498001           0.0            4            0
1985-06-27   21.993999  40.618000   21.993999  40.618000           0.0            4            0
1985-06-28   22.816000  41.830002   22.816000  41.830002           0.0            5            0
1985-06-29   23.743000  43.210999   23.743000  43.210999           0.0            4            0
1985-06-30   24.594000  44.487999   24.594000  44.487999           0.0            5            0
1985-07-01   24.950001  45.539001   24.950001  45.539001           0.0            6            0
1985-07-02   25.281000  46.584000   25.281000  46.584000           0.0            4            0
1985-07-03   25.663000  47.654999   25.663000  47.654999           0.0            4            0
1985-07-04   26.402000  49.011002   26.402000  49.011002           0.0            3            0
1985-07-05   26.768999  50.261002   26.768999  50.261002           0.0            3            0
1985-07-06   26.653000  51.176998   26.653000  51.176998           0.0            3            0
1985-07-07   26.705000  51.513000   26.705000  51.513000           0.0            3            0
1985-07-08   27.094999  52.488998   27.094999  52.488998           0.0            5            0
1985-07-09   27.694000  53.672001   27.694000  53.672001           0.0            3            0
1985-07-10   28.035000  54.722000   28.035000  54.722000           0.0            3            0
1985-07-11   28.392000  55.375000   28.392000  55.375000           0.0            3            0
1985-07-12   28.305000  55.196999   28.305000  55.196999           0.0            4            0
1985-07-13   28.309000  55.481998   28.309000  55.481998           0.0            3            0
1985-07-14   28.378000  56.132999   28.378000  56.132999           0.0            2            0
1985-07-15   28.158001  55.861000   28.158001  55.861000           0.0            2            0
1985-07-16   27.740999  55.301998   27.740999  55.301998           0.0            2            0
1985-07-17   27.444000  54.216999   27.444000  54.216999           0.0            1            0
1985-07-18   27.054001  52.231998   27.054001  52.231998           0.0            1            0
1985-07-19   26.778000  50.998001   26.778000  50.998001           0.0            3            0
1985-07-20   26.472000  50.237999   26.472000  50.237999           0.0            1            0
1985-07-21   26.204000  49.945000   26.204000  49.945000           0.0            2            0
1985-07-23   25.447001  47.563999   25.447001  47.563999           0.0            2            0
1985-07-24   25.235001  46.777000   25.235001  46.777000           0.0            2            0
1985-07-25   25.587000  47.372002   25.587000  47.372002           0.0            1            0
1985-07-26   25.906000  48.257999   25.906000  48.257999           0.0            1            0
1985-07-27   26.552999  49.455002   26.552999  49.455002           0.0            1            0
1985-07-28   27.282000  50.526001   27.282000  50.526001           0.0            2            0
1985-07-29   27.117001  49.528999   27.117001  49.528999           0.0            1            0
1985-07-31   25.658001  43.858002   25.658001  43.858002           0.0            1            0
1985-08-01   25.385000  42.883999   25.385000  42.883999           0.0            1            0
1985-08-02   25.423000  42.564999   25.423000  42.564999           0.0            1            0
1985-08-03   25.292000  42.498001   25.292000  42.498001           0.0            1            0
1985-08-04   25.135000  42.598999   25.135000  42.598999           0.0            1            0
1985-08-10   23.723000  44.676998   23.723000  44.676998           0.0            1            0
1985-08-22   24.056999  50.527000   24.056999  50.527000           0.0            1            0
1985-09-10   18.323999  39.048000   18.323999  39.048000           0.0            1            0
1985-09-19   15.329000  29.007999   15.329000  29.007999           0.0            1            0
1985-09-30   14.101000  30.926001   14.101000  30.926001           0.0            1            0

================================================================================
FWI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
1985-01-01       2.928      3.153       2.928      3.153           0.0        42532            0
1985-01-02       1.522      1.782       1.522      1.782           0.0        57817            0
1985-01-03       1.216      1.508       1.216      1.508           0.0        62540            0
1985-01-04       1.241      1.640       1.241      1.640           0.0        64239            0
1985-01-05       1.301      2.247       1.301      2.247           0.0        65959            0
1985-01-06       1.347      2.033       1.347      2.033           0.0        67202            0
1985-01-07       1.176      1.705       1.176      1.705           0.0        67757            0
1985-01-08       0.931      1.499       0.931      1.499           0.0        68653            0
1985-01-09       0.869      1.433       0.869      1.433           0.0        68209            0
1985-01-10       0.867      1.384       0.867      1.384           0.0        68087            0
1985-01-11       0.752      1.114       0.752      1.114           0.0        67465            0
1985-01-12       0.680      0.928       0.680      0.928           0.0        67217            0
1985-01-13       0.752      1.068       0.752      1.068           0.0        67444            0
1985-01-14       0.830      1.613       0.830      1.613           0.0        67374            0
1985-01-15       0.802      1.603       0.802      1.603           0.0        67549            0
1985-01-16       0.919      1.400       0.919      1.400           0.0        67195            0
1985-01-17       0.819      1.316       0.819      1.316           0.0        68418            0
1985-01-18       0.874      1.389       0.874      1.389           0.0        69251            0
1985-01-19       0.987      1.601       0.987      1.601           0.0        68517            0
1985-01-20       0.907      1.415       0.907      1.415           0.0        68848            0
1985-01-21       0.750      1.175       0.750      1.175           0.0        68004            0
1985-01-22       0.723      1.098       0.723      1.098           0.0        67417            0
1985-01-23       0.776      1.084       0.776      1.084           0.0        66826            0
1985-01-24       0.832      1.123       0.832      1.123           0.0        64854            0
1985-01-25       0.774      1.120       0.774      1.120           0.0        65099            0
1985-01-26       0.780      1.160       0.780      1.160           0.0        64620            0
1985-01-27       0.781      1.146       0.781      1.146           0.0        64904            0
1985-01-28       0.936      1.492       0.936      1.492           0.0        64305            0
1985-01-29       1.039      1.787       1.039      1.787           0.0        64308            0
1985-01-30       1.012      1.893       1.012      1.893           0.0        63210            0
1985-01-31       0.941      2.057       0.941      2.057           0.0        64049            0
1985-02-01       0.760      1.650       0.760      1.650           0.0        63495            0
1985-02-02       0.727      1.451       0.727      1.451           0.0        63888            0
1985-02-03       0.717      1.177       0.717      1.177           0.0        63644            0
1985-02-04       0.917      1.727       0.917      1.727           0.0        63742            0
1985-02-05       0.848      1.577       0.848      1.577           0.0        63825            0
1985-02-06       0.905      1.923       0.905      1.923           0.0        65779            0
1985-02-07       0.963      1.848       0.963      1.848           0.0        66573            0
1985-02-08       0.951      1.602       0.951      1.602           0.0        66247            0
1985-02-09       0.824      1.425       0.824      1.425           0.0        66154            0
1985-02-10       0.759      1.344       0.759      1.344           0.0        65225            0
1985-02-11       0.718      1.357       0.718      1.357           0.0        64473            0
1985-02-12       0.709      1.291       0.709      1.291           0.0        63932            0
1985-02-13       0.785      1.410       0.785      1.410           0.0        63929            0
1985-02-14       0.859      1.437       0.859      1.437           0.0        63974            0
1985-02-15       0.846      1.540       0.846      1.540           0.0        64728            0
1985-02-16       0.887      1.752       0.887      1.752           0.0        65801            0
1985-02-17       0.894      1.877       0.894      1.877           0.0        65847            0
1985-02-18       0.841      1.671       0.841      1.671           0.0        65044            0
1985-02-19       0.867      1.637       0.867      1.637           0.0        64351            0
1985-02-20       0.963      2.230       0.963      2.230           0.0        64727            0
1985-02-21       1.024      2.570       1.024      2.570           0.0        65178            0
1985-02-22       0.891      2.143       0.891      2.143           0.0        64799            0
1985-02-23       0.870      1.980       0.870      1.980           0.0        64623            0
1985-02-24       0.875      1.901       0.875      1.901           0.0        64513            0
1985-02-25       1.010      2.213       1.010      2.213           0.0        64908            0
1985-02-26       1.117      2.510       1.117      2.510           0.0        64684            0
1985-02-27       1.102      2.477       1.102      2.477           0.0        63627            0
1985-02-28       1.254      2.736       1.254      2.736           0.0        63578            0
1985-03-01       1.340      2.783       1.340      2.783           0.0        63452            0
1985-03-02       1.448      3.785       1.448      3.785           0.0        63247            0
1985-03-03       1.204      3.079       1.204      3.079           0.0        63226            0
1985-03-04       1.530      3.077       1.530      3.077           0.0        63132            0
1985-03-05       1.250      2.607       1.250      2.607           0.0        63992            0
1985-03-06       1.297      3.018       1.297      3.018           0.0        64646            0
1985-03-07       1.207      2.979       1.207      2.979           0.0        63807            0
1985-03-08       1.140      2.556       1.140      2.556           0.0        63266            0
1985-03-09       1.074      2.335       1.074      2.335           0.0        63429            0
1985-03-10       1.074      2.319       1.074      2.319           0.0        62215            0
1985-03-11       1.207      2.519       1.207      2.519           0.0        62744            0
1985-03-12       1.282      2.199       1.282      2.199           0.0        63089            0
1985-03-13       1.171      2.259       1.171      2.259           0.0        63177            0
1985-03-14       1.279      2.337       1.279      2.337           0.0        63427            0
1985-03-15       1.301      2.416       1.301      2.416           0.0        65639            0
1985-03-16       1.398      2.522       1.398      2.522           0.0        65832            0
1985-03-17       1.532      2.824       1.532      2.824           0.0        65203            0
1985-03-18       1.747      3.429       1.747      3.429           0.0        65428            0
1985-03-19       1.688      3.128       1.688      3.128           0.0        63988            0
1985-03-20       1.528      3.316       1.528      3.316           0.0        62739            0
1985-03-21       1.519      3.426       1.519      3.426           0.0        62457            0
1985-03-22       1.287      2.888       1.287      2.888           0.0        63168            0
1985-03-23       1.274      2.764       1.274      2.764           0.0        62988            0
1985-03-24       1.343      3.086       1.343      3.086           0.0        62356            0
1985-03-25       1.727      4.516       1.727      4.516           0.0        62335            0
1985-03-26       1.898      5.041       1.898      5.041           0.0        62490            0
1985-03-27       1.740      4.505       1.740      4.505           0.0        63332            0
1985-03-28       1.648      4.477       1.648      4.477           0.0        63721            0
1985-03-29       1.291      3.287       1.291      3.287           0.0        64597            0
1985-03-30       0.963      2.300       0.963      2.300           0.0        64683            0
1985-03-31       1.076      2.399       1.076      2.399           0.0        64040            0
1985-04-01       1.376      3.112       1.376      3.112           0.0        63032            0
1985-04-02       1.821      4.206       1.821      4.206           0.0        63004            0
1985-04-03       1.783      4.278       1.783      4.278           0.0        62418            0
1985-04-04       1.710      4.412       1.710      4.412           0.0        61177            0
1985-04-05       1.629      4.395       1.629      4.395           0.0        59986            0
1985-04-06       1.631      3.800       1.631      3.800           0.0        61181            0
1985-04-07       1.670      3.765       1.670      3.765           0.0        61551            0
1985-04-08       1.868      3.981       1.868      3.981           0.0        61917            0
1985-04-09       2.158      4.716       2.158      4.716           0.0        62231            0
1985-04-10       2.347      4.936       2.347      4.936           0.0        61748            0
1985-04-11       2.292      5.522       2.292      5.522           0.0        61478            0
1985-04-12       2.296      5.670       2.296      5.670           0.0        60219            0
1985-04-13       2.421      6.153       2.421      6.153           0.0        60781            0
1985-04-14       2.646      6.222       2.646      6.222           0.0        61566            0
1985-04-15       2.708      6.494       2.708      6.494           0.0        61890            0
1985-04-16       2.849      7.380       2.849      7.380           0.0        62412            0
1985-04-17       3.178      7.874       3.178      7.874           0.0        62102            0
1985-04-18       3.070      6.651       3.070      6.651           0.0        61914            0
1985-04-19       2.834      6.764       2.834      6.764           0.0        62473            0
1985-04-20       2.431      6.192       2.431      6.192           0.0        63441            0
1985-04-21       2.251      6.223       2.251      6.223           0.0        63710            0
1985-04-22       2.093      4.898       2.093      4.898           0.0        63734            0
1985-04-23       2.309      5.116       2.309      5.116           0.0        63722            0
1985-04-24       2.414      5.441       2.414      5.441           0.0        64703            0
1985-04-25       2.305      5.776       2.305      5.776           0.0        65837            0
1985-04-26       2.348      5.844       2.348      5.844           0.0        66235            0
1985-04-27       2.293      5.453       2.293      5.453           0.0        65967            0
1985-04-28       2.218      5.308       2.218      5.308           0.0        64839            0
1985-04-29       2.406      5.682       2.406      5.682           0.0        63145            0
1985-04-30       2.690      5.941       2.690      5.941           0.0        63406            0
1985-05-01       3.133      6.540       3.133      6.540           0.0        63195            0
1985-05-02       3.507      7.390       3.507      7.390           0.0        63027            0
1985-05-03       3.657      8.231       3.657      8.231           0.0        63175            0
1985-05-04       3.723      8.542       3.723      8.542           0.0        62981            0
1985-05-05       3.386      7.879       3.386      7.879           0.0        64031            0
1985-05-06       3.226      7.426       3.226      7.426           0.0        64162            0
1985-05-07       3.454      7.802       3.454      7.802           0.0        63835            0
1985-05-08       3.946      8.705       3.946      8.705           0.0        62261            0
1985-05-09       4.028      8.353       4.028      8.353           0.0        62350            0
1985-05-10       3.590      7.360       3.590      7.360           0.0        62943            0
1985-05-11       3.227      6.901       3.227      6.901           0.0        63364            0
1985-05-12       3.015      6.334       3.015      6.334           0.0        63563            0
1985-05-13       2.943      5.901       2.943      5.901           0.0        64960            0
1985-05-14       3.213      6.442       3.213      6.442           0.0        64520            0
1985-05-15       3.692      7.490       3.692      7.490           0.0        63061            0
1985-05-16       3.642      7.364       3.642      7.364           0.0        62446            0
1985-05-17       3.585      7.073       3.585      7.073           0.0        63454            0
1985-05-18       3.844      7.710       3.844      7.710           0.0        63970            0
1985-05-19       4.114      7.984       4.114      7.984           0.0        63527            0
1985-05-20       3.660      7.658       3.660      7.658           0.0        65659            0
1985-05-21       3.444      7.558       3.444      7.558           0.0        66482            0
1985-05-22       3.525      7.422       3.525      7.422           0.0        66687            0
1985-05-23       3.649      7.562       3.649      7.562           0.0        66890            0
1985-05-24       3.628      7.524       3.628      7.524           0.0        67080            0
1985-05-25       3.632      7.797       3.632      7.797           0.0        66438            0
1985-05-26       3.565      7.785       3.565      7.785           0.0        66873            0
1985-05-27       3.282      7.430       3.282      7.430           0.0        67535            0
1985-05-28       3.298      8.055       3.298      8.055           0.0        67148            0
1985-05-29       3.118      8.041       3.118      8.041           0.0        68397            0
1985-05-30       3.156      8.078       3.156      8.078           0.0        67566            0
1985-05-31       3.171      7.394       3.171      7.394           0.0        67106            0
1985-06-01       3.317      7.350       3.317      7.350           0.0        66895            0
1985-06-02       3.370      6.948       3.370      6.948           0.0        66630            0
1985-06-03       3.645      6.895       3.645      6.895           0.0        66074            0
1985-06-04       3.629      7.007       3.629      7.007           0.0        66063            0
1985-06-05       3.612      7.035       3.612      7.035           0.0        65804            0
1985-06-06       3.766      7.611       3.766      7.611           0.0        66519            0
1985-06-07       4.125      8.570       4.125      8.570           0.0        66341            0
1985-06-08       4.424      9.633       4.424      9.633           0.0        65428            0
1985-06-09       4.522      9.333       4.522      9.333           0.0        65661            0
1985-06-10       4.185      8.448       4.185      8.448           0.0        66650            0
1985-06-11       4.314      8.803       4.314      8.803           0.0        67201            0
1985-06-12       4.428      8.986       4.428      8.986           0.0        66680            0
1985-06-13       4.531      9.291       4.531      9.291           0.0        66173            0
1985-06-14       4.442      9.399       4.442      9.399           0.0        65823            0
1985-06-15       4.282      9.210       4.282      9.210           0.0        65605            0
1985-06-16       4.843     10.235       4.843     10.235           0.0        65562            0
1985-06-17       5.133     11.260       5.133     11.260           0.0        65337            0
1985-06-18       5.367     10.728       5.367     10.728           0.0        65129            0
1985-06-19       5.674     10.411       5.674     10.411           0.0        63225            0
1985-06-20       5.935     11.841       5.935     11.841           0.0        62699            0
1985-06-21       5.656     11.401       5.656     11.401           0.0        62260            0
1985-06-22       5.608     11.041       5.608     11.041           0.0        62644            0
1985-06-23       6.178     11.663       6.178     11.663           0.0        62989            0
1985-06-24       6.035     11.723       6.035     11.723           0.0        63706            0
1985-06-25       5.284     10.285       5.284     10.285           0.0        64412            0
1985-06-26       4.963      8.980       4.963      8.980           0.0        64852            0
1985-06-27       5.403      9.724       5.403      9.724           0.0        65861            0
1985-06-28       5.753     10.464       5.753     10.464           0.0        65424            0
1985-06-29       6.363     11.395       6.363     11.395           0.0        65672            0
1985-06-30       6.160     11.119       6.160     11.119           0.0        66335            0
1985-07-01       5.997     10.926       5.997     10.926           0.0        66538            0
1985-07-02       5.886     11.056       5.886     11.056           0.0        67141            0
1985-07-03       6.063     11.757       6.063     11.757           0.0        67088            0
1985-07-04       6.669     12.263       6.669     12.263           0.0        66874            0
1985-07-05       6.459     12.507       6.459     12.507           0.0        66986            0
1985-07-06       6.240     12.720       6.240     12.720           0.0        67419            0
1985-07-07       6.199     12.504       6.199     12.504           0.0        68712            0
1985-07-08       6.165     12.390       6.165     12.390           0.0        68296            0
1985-07-09       6.098     11.898       6.098     11.898           0.0        67864            0
1985-07-10       5.792     11.591       5.792     11.591           0.0        66959            0
1985-07-11       5.815     11.687       5.815     11.687           0.0        65966            0
1985-07-12       5.720     11.789       5.720     11.789           0.0        65668            0
1985-07-13       5.705     11.790       5.705     11.790           0.0        65381            0
1985-07-14       5.392     10.903       5.392     10.903           0.0        66015            0
1985-07-15       5.274     10.633       5.274     10.633           0.0        65768            0
1985-07-16       5.153     10.686       5.153     10.686           0.0        65496            0
1985-07-17       5.149     10.044       5.149     10.044           0.0        64968            0
1985-07-18       5.085      9.514       5.085      9.514           0.0        64104            0
1985-07-19       4.902      9.059       4.902      9.059           0.0        64093            0
1985-07-20       5.170      9.707       5.170      9.707           0.0        64636            0
1985-07-21       5.091     10.017       5.091     10.017           0.0        65625            0
1985-07-22       5.060     10.861       5.060     10.861           0.0        66195            0
1985-07-23       5.205     10.707       5.205     10.707           0.0        64830            0
1985-07-24       4.968      9.395       4.968      9.395           0.0        64641            0
1985-07-25       5.131      9.307       5.131      9.307           0.0        64373            0
1985-07-26       5.353     10.125       5.353     10.125           0.0        63354            0
1985-07-27       5.579     10.467       5.579     10.467           0.0        63685            0
1985-07-28       5.751     10.364       5.751     10.364           0.0        64638            0
1985-07-29       5.569      9.725       5.569      9.725           0.0        65458            0
1985-07-30       5.426      9.340       5.426      9.340           0.0        66555            0
1985-07-31       5.407      9.224       5.407      9.224           0.0        66748            0
1985-08-01       5.643      9.659       5.643      9.659           0.0        66673            0
1985-08-02       5.473      9.088       5.473      9.088           0.0        66003            0
1985-08-03       5.172      8.770       5.172      8.770           0.0        65827            0
1985-08-04       4.922      8.786       4.922      8.786           0.0        66038            0
1985-08-05       5.011      9.252       5.011      9.252           0.0        66013            0
1985-08-06       5.287      9.411       5.287      9.411           0.0        65753            0
1985-08-07       5.543     10.512       5.543     10.512           0.0        65998            0
1985-08-08       5.829     11.637       5.829     11.637           0.0        66109            0
1985-08-09       5.778     10.865       5.778     10.865           0.0        65705            0
1985-08-10       5.555     10.457       5.555     10.457           0.0        65568            0
1985-08-11       5.587     11.286       5.587     11.286           0.0        65509            0
1985-08-12       5.126      9.809       5.126      9.809           0.0        65647            0
1985-08-13       4.911      9.294       4.911      9.294           0.0        66767            0
1985-08-14       4.712      8.857       4.712      8.857           0.0        67215            0
1985-08-15       4.966      9.434       4.966      9.434           0.0        66720            0
1985-08-16       5.156     10.114       5.156     10.114           0.0        65708            0
1985-08-17       5.119      9.551       5.119      9.551           0.0        65432            0
1985-08-18       5.155      9.437       5.155      9.437           0.0        65518            0
1985-08-19       5.253      9.661       5.253      9.661           0.0        65676            0
1985-08-20       5.116      9.913       5.116      9.913           0.0        66077            0
1985-08-21       4.938     10.100       4.938     10.100           0.0        66620            0
1985-08-22       4.729      9.465       4.729      9.465           0.0        65127            0
1985-08-23       4.630      9.256       4.630      9.256           0.0        64505            0
1985-08-24       4.670      9.470       4.670      9.470           0.0        64597            0
1985-08-25       5.070     10.308       5.070     10.308           0.0        65933            0
1985-08-26       5.127     10.542       5.127     10.542           0.0        65663            0
1985-08-27       5.311     10.527       5.311     10.527           0.0        65700            0
1985-08-28       5.209      9.981       5.209      9.981           0.0        66735            0
1985-08-29       5.381     10.056       5.381     10.056           0.0        66616            0
1985-08-30       5.286     11.057       5.286     11.057           0.0        66148            0
1985-08-31       5.304     11.329       5.304     11.329           0.0        66842            0
1985-09-01       4.846     10.157       4.846     10.157           0.0        67578            0
1985-09-02       4.267      8.927       4.267      8.927           0.0        68542            0
1985-09-03       4.392      8.709       4.392      8.709           0.0        68075            0
1985-09-04       4.002      7.889       4.002      7.889           0.0        68065            0
1985-09-05       4.124      9.150       4.124      9.150           0.0        67907            0
1985-09-06       4.064      8.629       4.064      8.629           0.0        68236            0
1985-09-07       3.843      8.039       3.843      8.039           0.0        68828            0
1985-09-08       3.989      7.643       3.989      7.643           0.0        68331            0
1985-09-09       4.141      7.986       4.141      7.986           0.0        66831            0
1985-09-10       3.732      7.225       3.732      7.225           0.0        65924            0
1985-09-11       3.424      5.738       3.424      5.738           0.0        66054            0
1985-09-12       3.559      5.983       3.559      5.983           0.0        66694            0
1985-09-13       3.953      6.475       3.953      6.475           0.0        66843            0
1985-09-14       4.278      7.518       4.278      7.518           0.0        66180            0
1985-09-15       4.192      7.600       4.192      7.600           0.0        65977            0
1985-09-16       4.577      8.149       4.577      8.149           0.0        64829            0
1985-09-17       4.691      8.966       4.691      8.966           0.0        66154            0
1985-09-18       4.128      7.509       4.128      7.509           0.0        66895            0
1985-09-19       3.908      6.809       3.908      6.809           0.0        66379            0
1985-09-20       3.587      6.287       3.587      6.287           0.0        67293            0
1985-09-21       3.528      6.690       3.528      6.690           0.0        68194            0
1985-09-22       3.491      6.753       3.491      6.753           0.0        68146            0
1985-09-23       3.543      6.572       3.543      6.572           0.0        67130            0
1985-09-24       3.159      6.109       3.159      6.109           0.0        66747            0
1985-09-25       3.055      5.958       3.055      5.958           0.0        66902            0
1985-09-26       2.998      5.915       2.998      5.915           0.0        67132            0
1985-09-27       3.017      6.410       3.017      6.410           0.0        67333            0
1985-09-28       3.073      6.233       3.073      6.233           0.0        67577            0
1985-09-29       3.140      5.898       3.140      5.898           0.0        67888            0
1985-09-30       3.243      6.081       3.243      6.081           0.0        67970            0
1985-10-01       3.367      6.220       3.367      6.220           0.0        67173            0
1985-10-02       3.523      6.856       3.523      6.856           0.0        65364            0
1985-10-03       3.225      7.306       3.225      7.306           0.0        65468            0
1985-10-04       3.043      6.889       3.043      6.889           0.0        65881            0
1985-10-05       2.879      6.314       2.879      6.314           0.0        66759            0
1985-10-06       2.983      6.927       2.983      6.927           0.0        68006            0
1985-10-07       3.049      6.994       3.049      6.994           0.0        69274            0
1985-10-08       3.076      6.540       3.076      6.540           0.0        68933            0
1985-10-09       2.737      6.641       2.737      6.641           0.0        68988            0
1985-10-10       2.404      5.034       2.404      5.034           0.0        68138            0
1985-10-11       2.272      4.584       2.272      4.584           0.0        67888            0
1985-10-12       2.585      5.707       2.585      5.707           0.0        67366            0
1985-10-13       2.651      6.683       2.651      6.683           0.0        67497            0
1985-10-14       2.387      6.282       2.387      6.282           0.0        67620            0
1985-10-15       2.403      5.751       2.403      5.751           0.0        67385            0
1985-10-16       2.578      5.739       2.578      5.739           0.0        67523            0
1985-10-17       2.646      5.678       2.646      5.678           0.0        66596            0
1985-10-18       2.829      5.432       2.829      5.432           0.0        66173            0
1985-10-19       2.822      5.630       2.822      5.630           0.0        65443            0
1985-10-20       2.716      5.797       2.716      5.797           0.0        64921            0
1985-10-21       2.783      5.821       2.783      5.821           0.0        65511            0
1985-10-22       2.577      5.038       2.577      5.038           0.0        66154            0
1985-10-23       2.239      4.645       2.239      4.645           0.0        66842            0
1985-10-24       2.164      4.509       2.164      4.509           0.0        67852            0
1985-10-25       2.295      4.932       2.295      4.932           0.0        69274            0
1985-10-26       2.682      5.120       2.682      5.120           0.0        68894            0
1985-10-27       2.748      5.364       2.748      5.364           0.0        68768            0
1985-10-28       2.979      6.331       2.979      6.331           0.0        67675            0
1985-10-29       2.661      5.564       2.661      5.564           0.0        67522            0
1985-10-30       2.707      5.928       2.707      5.928           0.0        67367            0
1985-10-31       2.658      5.848       2.658      5.848           0.0        66822            0
1985-11-01       2.557      5.843       2.557      5.843           0.0        66444            0
1985-11-02       2.213      4.972       2.213      4.972           0.0        67024            0
1985-11-03       2.165      4.556       2.165      4.556           0.0        66718            0
1985-11-04       2.360      4.934       2.360      4.934           0.0        66474            0
1985-11-05       2.493      5.546       2.493      5.546           0.0        66891            0
1985-11-06       2.042      5.475       2.042      5.475           0.0        67181            0
1985-11-07       1.948      4.861       1.948      4.861           0.0        67081            0
1985-11-08       2.143      5.714       2.143      5.714           0.0        67309            0
1985-11-09       2.177      6.135       2.177      6.135           0.0        68685            0
1985-11-10       1.967      5.316       1.967      5.316           0.0        70167            0
1985-11-11       1.554      3.949       1.554      3.949           0.0        71202            0
1985-11-12       1.122      2.803       1.122      2.803           0.0        70927            0
1985-11-13       1.031      2.353       1.031      2.353           0.0        70599            0
1985-11-14       1.037      2.204       1.037      2.204           0.0        70149            0
1985-11-15       1.161      2.395       1.161      2.395           0.0        69336            0
1985-11-16       1.320      2.593       1.320      2.593           0.0        69451            0
1985-11-17       1.051      2.689       1.051      2.689           0.0        69932            0
1985-11-18       0.922      2.736       0.922      2.736           0.0        69825            0
1985-11-19       0.805      2.294       0.805      2.294           0.0        69936            0
1985-11-20       0.869      2.296       0.869      2.296           0.0        68560            0
1985-11-21       0.939      2.630       0.939      2.630           0.0        67787            0
1985-11-22       0.968      2.679       0.968      2.679           0.0        67665            0
1985-11-23       0.957      2.580       0.957      2.580           0.0        67298            0
1985-11-24       0.943      2.498       0.943      2.498           0.0        66639            0
1985-11-25       1.065      2.615       1.065      2.615           0.0        66977            0
1985-11-26       0.921      1.901       0.921      1.901           0.0        69180            0
1985-11-27       0.822      1.530       0.822      1.530           0.0        69223            0
1985-11-28       0.728      1.332       0.728      1.332           0.0        69409            0
1985-11-29       0.879      1.908       0.879      1.908           0.0        67698            0
1985-11-30       0.989      1.965       0.989      1.965           0.0        66825            0
1985-12-01       1.190      2.185       1.190      2.185           0.0        66754            0
1985-12-02       0.817      1.452       0.817      1.452           0.0        66604            0
1985-12-03       0.847      1.821       0.847      1.821           0.0        65323            0
1985-12-04       0.843      1.690       0.843      1.690           0.0        66246            0
1985-12-05       0.803      1.579       0.803      1.579           0.0        65613            0
1985-12-06       0.638      1.448       0.638      1.448           0.0        63949            0
1985-12-07       0.747      1.795       0.747      1.795           0.0        64242            0
1985-12-08       0.680      1.490       0.680      1.490           0.0        65014            0
1985-12-09       0.885      1.811       0.885      1.811           0.0        65309            0
1985-12-10       0.847      1.617       0.847      1.617           0.0        64576            0
1985-12-11       0.695      1.291       0.695      1.291           0.0        64876            0
1985-12-12       0.505      1.021       0.505      1.021           0.0        64662            0
1985-12-13       0.405      0.822       0.405      0.822           0.0        65007            0
1985-12-14       0.498      1.072       0.498      1.072           0.0        64978            0
1985-12-15       0.560      1.094       0.560      1.094           0.0        65415            0
1985-12-16       0.790      1.722       0.790      1.722           0.0        64595            0
1985-12-17       0.877      2.221       0.877      2.221           0.0        64658            0
1985-12-18       0.668      1.503       0.668      1.503           0.0        64464            0
1985-12-19       0.706      1.547       0.706      1.547           0.0        64921            0
1985-12-20       0.760      1.718       0.760      1.718           0.0        65479            0
1985-12-21       0.650      1.592       0.650      1.592           0.0        65401            0
1985-12-22       0.699      1.834       0.699      1.834           0.0        66118            0
1985-12-23       0.851      2.011       0.851      2.011           0.0        66189            0
1985-12-24       0.784      1.966       0.784      1.966           0.0        65701            0
1985-12-25       0.692      1.779       0.692      1.779           0.0        67214            0
1985-12-26       0.914      2.095       0.914      2.095           0.0        68482            0
1985-12-27       0.864      1.968       0.864      1.968           0.0        69877            0
1985-12-28       0.738      1.770       0.738      1.770           0.0        69332            0
1985-12-29       0.644      1.655       0.644      1.655           0.0        68616            0
1985-12-30       0.689      1.955       0.689      1.955           0.0        67582            0
1985-12-31       0.627      1.439       0.627      1.439           0.0        66790            0

Visualization: Maximum Value Difference¶

Plotting the timestep with the greatest maximum absolute difference in values.

In [7]:
plot_max_value_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum value difference
  Time: 1985-01-01 00:00:00
  Max absolute difference: 0.000059
DMC: Plotting timestep with maximum value difference
  Time: 1985-01-01 00:00:00
  Max absolute difference: 0.000031
DC: Plotting timestep with maximum value difference
  Time: 1985-06-27 00:00:00
  Max absolute difference: 0.000061
ISI: Plotting timestep with maximum value difference
  Time: 1985-11-25 00:00:00
  Max absolute difference: 0.000061
BUI: Plotting timestep with maximum value difference
  Time: 1985-05-12 00:00:00
  Max absolute difference: 0.000035
FWI: Plotting timestep with maximum value difference
  Time: 1985-01-09 00:00:00
  Max absolute difference: 0.000076
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Visualization: Maximum NaN Pattern Difference¶

Plotting the timestep with the greatest number of NaN pattern changes.

In [8]:
plot_max_nan_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Max NaN changes occur at same timestep as max value difference

DMC: Max NaN changes occur at same timestep as max value difference

DC: Plotting timestep with maximum NaN changes
  Time: 1985-01-01 00:00:00
  NaN changes: 0
ISI: Plotting timestep with maximum NaN changes
  Time: 1985-01-01 00:00:00
  NaN changes: 0
BUI: Plotting timestep with maximum NaN changes
  Time: 1985-01-01 00:00:00
  NaN changes: 0
FWI: Plotting timestep with maximum NaN changes
  Time: 1985-01-01 00:00:00
  NaN changes: 0
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In [9]:
print(generate_qc_summary(comparison_results, variables))
## QC Summary

### FFMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000059 on 1985-01-01
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 7760783 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### DMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 217
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000031 on 1985-01-01
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 13482 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### DC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 343
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000061 on 1985-06-27
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 74898 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### ISI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000061 on 1985-11-25
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 23528237 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### BUI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 219
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000035 on 1985-05-12
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 37984 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### FWI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000076 on 1985-01-09
  - Maximum NaN changes: 0 cells on 1985-01-01
  - Total value differences: 23947967 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

In [10]:
# Clean up
ds_ref.close()
ds_new.close()
print("\nDatasets closed. Analysis complete!")
Datasets closed. Analysis complete!